a novel approach to use second generation biofuel …
TRANSCRIPT
The Pennsylvania State University
The Graduate School
College of Engineering
A NOVEL APPROACH TO USE SECOND GENERATION BIOFUEL CROP PLANTS
(CAMELINA SATIVA, MISCANTHUS GIGANTEUS, AND PANICUM VIRGATUM) TO
REMEDIATE ABANDONDED MINE LANDS IN PENNSYLVANIA
A Thesis in
Environmental Pollution Control
by
Edward A. Gerst
© 2014 Edward A. Gerst
Submitted in Partial Fulfillment
of the Requirements
for the Degree of:
Master of Science
May 2014
ii
The thesis of Edward A. Gerst was reviewed and approved* by the following:
Sairam V. Rudrabhatla
Associate Professor of Biology
Director, Central Pennsylvania Laboratory for Biofuels
Thesis Advisor
Shirley E. Clark
Associate Professor of Science and Environmental Engineering
Shobha Devi Potlakayala
Assistant Professor of Biology
Thomas Eberlein
Associate Professor of Chemistry
Program Chair
Alison Shuler
Co-director of Environmental Training Center
Special Signatory
Gregory Shuler, P.G.
PA Department of Environmental Protection
Bureau of Mining Programs
Special Signatory
*Signatures are on file in the Graduate School.
iii
ABSTRACT
We as humans should strive to develop ways for our impact on the environment to be minimized. In the
past there has always been collateral damage to the environment during times when man was doing what
they felt was necessary to harness available fuel resources. Barren and abandoned mine lands remind us of the coal waste left behind from mining operations. On these abandoned lands are the elemental
remnants of what once took place. Dangerous levels of elements metallic elements include Silver (Ag),
Arsenic (As), Barium (Ba), Cadmium (Cd), Chromium (Cr), Mercury (Hg), Lead (Pb), and Selenium (Se). These contaminants accompany Iron (Fe), Manganese (Mn), Sulfur (S), and Aluminum (AL).
Recently, scientists have explored the use of plants to naturally absorb toxic substances into their growth
tissues through natural absorption of nutrients from the soil in which the plants live. This phenomenon is known as Phytoremediation. Our study focuses on phytoextraction, which is the use of plants to
accumulate pollutants to remove metals or organics from the soil by concentrating them in the harvestable
plant tissue parts. We chose to study three species of biofuel crops, Camelina sativa, Miscanthus giganteus, and Panicum virgatum. Each species has different characteristics that could prove useful in
this research. Camelina sativa possesses the ability to fix nitrogen in there root zone. Miscanthus
giganteus is very hearty and has a deep root structure. Panicum virgatum is also hearty and has long, fibrous and densely arranged roots.
The basis of our investigation is to observe the abilities of aforementioned biofuel crop species extract
heavy metals to phytoremediate marginal soils affected by mining operations. To test this hypothesis we chose soil from three locations upon the land holdings of the Eastern Pennsylvania Coalition for
Abandoned Mine Land Reclamation (EPCAMR) whose office is located in the Borough of Ashley,
Luzerne County, PA. We believe that each of these species of biofuel crops will respectively show favorable removal of heavy metal contamination in each of three experimental soil types.
This experiment shall answer the following questions:
1. Which of the three (3) biofuel crops selected [Camelina sativa, Miscanthus giganteus, or
Panicum virgatum] has the ability to survive in the marginal soils affected by mining
operations? 2. Do any of the aforementioned species thrive in such conditions?
3. Do any of these biofuel crops have the ability to Phytoremediate soils with high concentrations
of heavy metals? 4. Do any of the aforementioned plant species behave as a hyper-accumulator of any of the
analytes studied?
5. What is the feasibility of using any of these plant species to phytoremediate the experimental
soils and also as a source of energy following phytoextraction?
Our experiment involved growing the biofuel crops in contaminated soils under greenhouse conditions.
We tested the initial and final contaminant concentrations in the sample soils after plant growth. We also tested plant tissues at the end of the experiment for contaminant concentration in the plant tissues. This
would indicate the level of phytoextraction which occurred. Our experiment displayed results that
indicated that the soils were indeed reclaimed through the utilization of biofuel crops to phytoextract some of the heavy metal contaminants. There were also instances where hyper-accumulation occurred.
We are hopeful that these results could lead to further investigation to determine the feasibility of field
stage application. Future experiments should also be conducted to determine how the environmental
impact when these biofuel products are combusted.
iv
TABLE OF CONTENTS
List of Tables .............................................................................................................................. vi
List of Figures ............................................................................................................................... vii
Acknowledgements ....................................................................................................................... viii
Chapter 1, INTRODUCTION ....................................................................................................... 1
Thesis Statement/Objective Questions ............................................................................... 3
Toxicity of Heavy Metal Contamination ............................................................................ 4
Phytoremediation ............................................................................................................... 5
Hyper-Accumulation ......................................................................................................... 10
Use of Biofuel Crops ......................................................................................................... 11
Chapter 2, METHODS AND MATERIALS .................................................................................. 13
Experimental Design ......................................................................................................... 14
Soil Collection and Preparation.......................................................................................... 15
Preparation of planting containers and plants ..................................................................... 17
Germination Records ......................................................................................................... 19
Growth Records ................................................................................................................. 19
Laboratory Analyses .......................................................................................................... 20
Methods for Calculations ................................................................................................... 21
Variability Calculations.......................................................................................... 21
Percent Germination Calculations .......................................................................... 22
Mass-Volume Approximation Calculations ............................................................ 22
Mass-Balance Calculations .................................................................................... 23
Chemical and Physical Properties ........................................................................... 24
Chapter 3, RESULTS .................................................................................................................... 26
Summary Results of Germination Records......................................................................... 27
Summary Results of Growth Records ................................................................................ 31
Summary Results of Laboratory Analyses ......................................................................... 37
Summary Results of Calculations ...................................................................................... 40
Soil Variability Results .......................................................................................... 41
Plant Tissue Variability Results.............................................................................. 46
Percent Germination Results .................................................................................. 51
Mass-Balance Calculation Results .......................................................................... 52
Chapter 4, INTERPRETATION OF RESULT .............................................................................. 57
Discussion of Plant Species ............................................................................................... 58
Discussion of Germination Results .................................................................................... 58
Discussion of Growth Record Results ................................................................................ 59
Discussion of Laboratory Results....................................................................................... 60
Discussion of Variability Results ....................................................................................... 62
Discussion of Mass-Balance Results .................................................................................. 63
Chapter 5, CONCLUSION ............................................................................................................ 65
v
Bibliography ................................................................................................................................. 70
Appendix A, FORMS AND DEADLINES .................................................................................... 74
Master’s Approval Page..................................................................................................... 75
Appendix B, GROWTH RECORDS ............................................................................................. 76
Spreadsheet of Daily Growth Records ............................................................................... 77
Field Data Sheets ............................................................................................................... 104
Appendix C, LABORATORY RESULTS ..................................................................................... 124
Initial Soil Sample Results ................................................................................................. 125
Initial Native Plant Tissue Sample Results ......................................................................... 132
Final Soil and Plant Tissue Sample Results for Trial 1 ....................................................... 139
Final Soil and Plant Tissue Sample Results for Trials 2 – 4 ................................................ 166
Appendix D, CALCULATIONS ................................................................................................... 188
Percent Germination Calculations ...................................................................................... 189
Mass-Volume Calculation ................................................................................................. 189
Approximate plant tissue mass calculations ....................................................................... 190
Mass-Balance Calculations ................................................................................................ 192
vi
LIST OF TABLES
EPA Reference Test Method:
Table 1, EPA Reference Test Method ................................................................................ 21
Chemical and Physical Properties:
Table 2, Chemical and Physical Properties......................................................................... 25
Summary Results of Germination Records:
Table 3a, Results, Trial 1 ................................................................................................... 27
Table 3b, Results, Trial 2 ................................................................................................... 28
Table 3c, Results, Trial 3 ................................................................................................... 29
Table 3d, Results, Trial 4 ................................................................................................... 30
Summary Results of Chemical Analyses:
Table 4a, Results, Initial Soil Analysis ............................................................................... 37
Table 4b, Results, Native Plant Tissue Analysis ................................................................ 37
Table 5a, Results, Final Soil Analysis, Trial 1 .................................................................... 38
Table 5b, Results, Final Soil Analysis, Trials 2 and 3 combined ........................................ 38
Table 6a, Results, Final Plant Tissue Analysis, Trial 1 ....................................................... 39
Table 6b, Results, Final Plant Tissue Analysis, Trial 2 ....................................................... 39
Table 6c, Results, Final Plant Tissue Analysis, Trial 3 ....................................................... 40
Summary Results of Calculations:
Percent Germination:
Table 7a, Results, Percent Germination, Trial 1 ................................................................. 51
Table 7b, Results, Percent Germination, Trial 2 ................................................................. 51
Table 7c, Results, Percent Germination, Trial 3 ................................................................. 52
Table 7d, Results, Percent Germination, Trial 4 ................................................................. 52
Mass-Balance:
Camelina sativa:
Table 8a, Summary Results, Mass-Balance, Soil 1 ............................................................. 52
Table 8b, Summary Results, Mass-Balance, Soil 2 ............................................................ 53
Table 8c, Summary Results, Mass-Balance, Soil 3 ............................................................. 53
Miscanthus giganteus:
Table 9a, Summary Results, Mass-Balance, Soil 1 ............................................................. 54
Table 9b, Summary Results, Mass-Balance, Soil 2 ............................................................ 54
Table 9c, Summary Results, Mass-Balance, Soil 3 ............................................................. 55
Panicum virgatum:
Table 10a, Summary Results, Mass-Balance, Soil 1 ........................................................... 55
Table 10b, Summary Results, Mass-Balance, Soil 2........................................................... 56
Table 10c, Summary Results, Mass-Balance, Soil 3 ........................................................... 56
vii
LIST OF FIGURES
Figure 1, Coal Mining ................................................................................................................. 2
Figure 2, Effects of Acid Mine Drainage ..................................................................................... 4
Figure 3, Remediation ................................................................................................................. 6
Figure 4, Types of Phytoremediation ........................................................................................... 8
Figure 5, Phytoextraction ............................................................................................................ 9
Figure 6, Hyper-Accumulation .................................................................................................. 11
Figure 7, Native Plant Species at EPCAMR .............................................................................. 14
Figure 8, Images from EPCAMR Soil excavation...................................................................... 15
Figure 9, Soil Preparation .......................................................................................................... 16
Figure 10, Plant Preparation ...................................................................................................... 17
Figure 11a, Monitoring of Plant Growth, Germination .............................................................. 18
Figure 11b, Monitoring of Plant Growth, Vegetative ................................................................. 19
Figure 12a, Results, Camelina sativa Growth Records, Trial 1 .................................................. 31
Figure 12b, Results, Camelina sativa Growth Records, Trial 2 .................................................. 31
Figure 12c, Results, Camelina sativa Growth Records, Trial 3 .................................................. 32
Figure 12d, Results, Camelina sativa Growth Records, Trial 4 .................................................. 32
Figure 13a, Results, Miscanthus giganteus Growth Records, Trial 1.......................................... 33
Figure 13b, Results, Miscanthus giganteus Growth Records, Trial 2 ......................................... 33
Figure 13c, Results, Miscanthus giganteus Growth Records, Trial 3.......................................... 34
Figure 13d, Results, Miscanthus giganteus Growth Records, Trial 4 ......................................... 34
Figure 14a, Results, Panicum virgatum Growth Records, Trial 1 ............................................... 35
Figure 14b, Results, Panicum virgatum Growth Records, Trial 2 .............................................. 35
Figure 14c, Results, Panicum virgatum Growth Records, Trial 3 ............................................... 36
Figure 14d, Results, Panicum virgatum Growth Records, Trial 4 .............................................. 36
Figure 15a, Aluminum Soil Variance ........................................................................................ 41
Figure 15b, Arsenic Soil Variance ............................................................................................. 41
Figure 15c, Barium Soil Variance ............................................................................................. 42
Figure 15d, Cadmium Soil Variance .......................................................................................... 42
Figure 15e, Chromium Soil Variance ........................................................................................ 43
Figure 15f, Lead Soil Variance .................................................................................................. 43
Figure 15g, Mercury Soil Variance............................................................................................ 44
Figure 15h, Selenium Soil Variance .......................................................................................... 44
Figure 15i, Silver Soil Variance ................................................................................................ 45
Figure 15j, pH Soil Variance ..................................................................................................... 45
Figure 16a, Aluminum Plant Tissue Variance ............................................................................ 46
Figure 16b, Arsenic Plant Tissue Variance ................................................................................ 47
Figure 16c, Barium Plant Tissue Variance ................................................................................. 47
Figure 16d, Cadmium Plant Tissue Variance ............................................................................. 48
Figure 16e, Chromium Plant Tissue Variance ............................................................................ 48
Figure 16f, Lead Plant Tissue Variance ..................................................................................... 49
Figure 16g, Mercury Plant Tissue Variance ............................................................................... 49
Figure 16h, Selenium Plant Tissue Variance.............................................................................. 50
Figure 16i, Silver Plant Tissue Variance .................................................................................... 50
Figure 16j, Sulfur Plant Tissue Variance ................................................................................... 51
viii
ACKNOWLEDGEMENTS
This research would not have been possible without the support and guidance from a great
number of amazing teams and individuals. No great deed is accomplished alone. The primary
author would like to thank The Graduate School of Pennsylvania State University. Especially all
the amazingly passionate instructors involved in the Science, Technology, Engineering and
Mathematics (STEM) disciplines. The Environmental and Civil Engineering department at Penn
State Harrisburg offered great insight to bring this research to fruition.
We would like bring special recognition
• National Science Foundation’s Research Experience for Undergraduate Programs Penn
State Harrisburg
• Mr. Robert Hughes, Executive Director of the Eastern Pennsylvania Coalition for
Abandoned Mine Reclamation (EPCAMR)
• *REU students Tyler Bowe and Matt Robinson
• Staff and students of the Central PA Laboratory for Biofuels at Penn State Harrisburg
• Analytical Laboratory Service (ALS), Middletown, PA
• Microbac Laboratories, Harrisburg, PA
• US Department of Agriculture
• Mr. Gregory Shuler, P.G., PA Department of Environmental Protection
• Cynthia Gerst and children (Son Kameron, Daughter Korynn and Son Korben)
• This research is dedicated in memory of Mrs. Diana Hudler and Mrs. Pamela Gerst
*NSF REU student interns
1
Chapter 1: INTRODUCTION
Thesis Statement and Questions
Toxicity of Heavy Metal Contamination
Phytoremediation
Hyper-Accumulation
Use of Biofuel Crops
2
Figure 1
Coal Mining
Coal mining operations have caused many
environmental problems in Pennsylvania.
Image from:
http://quiet-environmentalist.com/wp-
content/uploads/2011/02/Dirty-Coal.jpg
Chapter 1: INTRODUCTION
In the world today there is a constant battle for a balance between wants and needs. For
example, the need for energy to sustain man’s
insatiable appetite for the comforts that we have
become accustomed to is in constant conflict with
the need to treat our environment with respect. The
ability to view the overall picture and lead a
balanced existence is imperative for a sustainable
ecosystem. This master’s thesis will provide some
ways to offset the anthropomorphic damage that
has occurred in the past and offer ways to develop a
more sustainable environmental stance for the future.
In Pennsylvania, vast amounts of land have been virtually disregarded (neglected?) due to
the natural resources being stripped out of the land. What is left is a barren wasteland that is
contaminated with a myriad of different chemicals and minerals. This study focuses on the
effects of potentially toxic heavy metal contaminants left in the environment after previous
mining ventures. These abandoned mine lands are left consisting of very marginal soil types.
The mine refuse formed from the coal waste lead to the formation of acid mine drainage (AMD).
This occurs when water passes over mining refuse and is exposed to the atmosphere. We have
chosen to utilize Miscanthus giganteus, Camelina sativa, and Panicum virgatum biofuel crops to
reclaim the compromised soil types and provide a viable locally-produced renewable energy
source. Each of these plant species has characteristics that could benefit the aforementioned
marginal soils. These crops can be used as a renewable energy source following the uptake of
3
potentially harmful concentrations of heavy metal waste products. Camelina sativa has the
ability to fix nitrogen throughout its life cycle. Camelina also produces seeds that possess a high
percentage of oil that can be refined into biodiesel. Miscanthus giganteus is extremely hearty
with roots that penetrate deeply in the ground. It produces a large amount of biomass that can be
used to form pellets that may be incinerated. The biomass may also be processed to form
ethanol. Additionally, miscanthus may inhibit erosion if managed properly. Panicum virgatum is
also hearty and possess long fibrous roots that are densely arranged. These roots may inhibit
erosion and can act as a sponge to capture contaminants and/or nutrients that may be moving
below the earth’s surface. The biomass from Panicum virgatum may be formed into pellets
and/or used to produce ethanol.
An objective of this research is to determine answers for each of the following questions:
1. Which of the three (3) biofuel crops selected [Camelina sativa, Miscanthus giganteus, or
Panicum virgatum] has the ability to survive in the marginal soils affected by mining
operations?
2. Do any of the aforementioned species thrive in such conditions?
3. Do any of these biofuel crops have the ability to Phytoremediate soils with high
concentrations of heavy metals?
4. Do any of the aforementioned plant species behave as a hyper-accumulator of any of the
analytes studied?
5. What is the feasibility of using any of these plant species to phytoremediate the
experimental soils and also as a source of energy following phytoextraction?
4
Toxicity of Heavy Metal Contamination:
When minerals, or fossil fuels, were mined many years ago it caused byproducts to be
released into the environment. Historically, precautions were not taken into consideration until
the formation of the Resources Conservation and Recovery Act (RCRA) of 1976, which changed
the way solid wastes were handled during mining enterprises. At this point many of the metal
contaminants were identified. Some of these substances are beneficial and even needed for
proper metabolism in animals and plants. “Some heavy metals namely, cobalt (Co), copper (Cu),
iron (Fe), manganese (Mn), molybdenum (Mo), nickel (Ni) and zinc (Zn) are considered to be
essential for plants, whereas chromium (Cr), and antimony (Sb) are found to be essential for
animals” (Misra and Mani 1991; Markert 1993). There are many more instances where these
elements and compounds are considered to be toxic and harmful to plants and animals. The
mechanism of the substances is varied and some can be related to metabolic pathways. For
instance, “chromium toxicity in plants vary from the inhibition of enzymatic activity to
mutagenesis” (Barcelo et al. 1993). The soil profile
and make-up play an important role in the ability for
species to survive in marginal soils.
Abandoned mine lands in Pennsylvania are a
prime example of where this important balance
went wrong. Amidst the industrial revolution and
the years that followed, man’s way of life recklessly
took advantage of the vast supplies of coal. During
these early years of mining, the techniques of
mining operations did not consider the environment. Tracks of land, where coal waste materials
Figure 2
Effects of Acid Mine Drainage
Effects on environment from Acid Mine Drainage.
(Gerst, 2012).
5
were discarded, left marginal soil devastated by low pH and high concentrations of heavy metals.
The mining waste products and coal refuse allows the production of AMD. “Generally, higher
the clay and/or organic matter and soil pH, the metals will be firmly bound to soil with longer
residence time and will be less bioavailable to plants” (Chang et al. 1987). Heavy metals are
those elements that are dense and share particular physical properties with one another. “Heavy
metals are defined as the elements having density greater than 5 grams per cm3” (Adriano 2001).
Plants and other organisms require small concentrations of these elements to perform essential
metabolic mechanisms. “Although many metal elements are essential for the growth of plants in
low concentrations, their excessive amounts in soil above threshold values can result in toxicity”
(Shah, Ahmad, Masood, Peralta-Videa & Ahmad, 2010).
The toxicity of each of these substances can vary significantly from substance to
substance as does the molecular arrangement and structure. “Heavy metal toxicity in plants
depends on the bioavailability of these elements in soil solution, which is a function of pH,
organic matter and cation exchange capacity to the soil” (Shah, Ahmad, Masood, Peralta-Videa
& Ahmad, 2010). The ability for organisms to process the chemicals may also provide ill
effects. “For example, the bioaccumulation of heavy metals in excessive concentrations may
replace essential metals in pigments or enzymes disrupting their function and causing oxidative
stress” (Shah, Ahmad, Masood, Peralta-Videa & Ahmad, 2010).
Phytoremediation:
Phytoremediation is the ability of certain plants to naturally remediate contaminated soils
by the uptake of inorganic compounds from the soil into the plants tissues. Contamination stems
from many sources, directly or indirectly caused by man. These anthropomorphic activities can
be blamed for many of the world’s environmental perils that now have to be addressed. Many
6
different sites have been neglected due to the high cost of traditional remediation methods. In
order to clean soils that are contaminated
with metals the cost is roughly “$250 per
cubic yard, add explosive residues, and
the cost jumps to about $1020 per cubic
yard for incineration” (Wong, 2004).
Along with the heavy monetary costs
come the production of greenhouse gases
(CO or CO2) and nitrous oxides (NOx)
from the construction machinery and
working conditions. There are many
different ways that contaminants can
affect the environment, air, water, and
soil being the most common forms of media. They each act hand in hand through daily
interactions between phases that are dictated by partitioning coefficients (i.e. KOA, KOW, or KOC)
and other chemical and physical properties (see Table #2). As these interactions occur
contaminants are left in the environment. Traditionally, this pollution has been removed through
physical remediation and restoration projects involving great economic, ecological, and energy
investments. Luckily many ecosystems have a number of methods built in naturally to help with
this issue.
For today’s stakeholders, the economic impact is a key determinant of which remediation
technique to utilize. One such financially sound technique is phytoremediation, including
methods such as bioremediation and phytoremediation. Bioremediation involves the
Figure 3
Remediation
Traditional remediation methods include physical excavation
and removal of contaminated soil.
Image from: http://systemsbiology.usm.edu/BrachyWRKY/WRKY/IMG/
Phytoremediation-01.jpg
7
biodegradation of contaminants through the use of bacterial organisms. These microorganisms
break down the organic pollutants to remove them from the environment. The amount of time it
takes to break down is usually represented by half-lives and can be accounted for through mass-
balance relationship equation calculations.
Phytoremediation is emerging as a preferred solution to soil contamination for a number
of reasons. One reason is its potential economic impact. ”Phytoremediation is an attractive
alternative to remediate contaminated soil naturally and cost effectively” (Wong, 2004).
Furthermore, phytoremediation has become a crucial part of the environmental market.
“Phytoremediation costs about $80 per cubic yard” (Wong, 2004). The lower cost of
phytoremediation makes hazardous waste cleanup more feasible for many abandoned sites.
“This cost-effective plant-based approach to remediation takes advantage of the remarkable
ability of plants to concentrate elements and compounds from the environment and metabolize
various molecules in their tissues” (Salt, 2005). Another reason phytoremediation is beneficial
to the environment is its ability to work instinctively by harnessing a naturally occurring process,
which has had a great impact on the air quality for these areas. It positively affects atmosphere
in a number of ways. One way is by significantly decreasing the necessity to use heavy
construction equipment and eliminating their subsequent harmful emissions from the combustion
of fossil fuels. The plants also sequester carbon dioxide (CO2) and replenish the atmosphere
with oxygen (O2) through photosynthetic processes. This introduces the concept of CO2
abatement.
There are a number of ways that plants can act through Phytoremediation. Some of the types of
phytoremediation are: phytodegradation, phytovolatilization, phytoextraction,
phytostabilization, phytostimulation and rhizofiltration (See Figure 4). Each of the
8
aforementioned phytoremediation methods favor
plants that grow rapidly, are hardy, have high
biomass production, and are tolerant to harsh soil
conditions.
Many different pollutants can be handled
through phytoremediation. Metals are typically
handled through phytoextraction. The degradation
of organic pollutants may occur in the root zone of
plants or extracted, sequestered, or volatilized
through the above ground plant tissues. The
chemical properties determine the way the pollutant is treated. (Pilon-Smits, 2005)
Following is a breakdown of each of these methods of phytoremediation:
Phytodegradation is when plants have the ability to breakdown harmful chemicals during
metabolism. Plants with large, tightly arranged roots systems and high enzymatic activity
are favored for this technique. (Pilon-Smits, 2005)
o This technique “involves the degradation of contaminants such as pesticides,
explosives, and organic solvents by the metabolic processes in plants. This
breakdown depends on the specific enzymes produced by the plant species”
(Wong, 2004).
Phytovolatilization is the process when pollutants are taken into the plants vascular
system and emitted through the leaves in a volatile form. Some plants can absorb and
transpire pollutants after being carried through the phytosystem. (Pilon-smits, 2005).
Figure 4 Types of Phytoremediation
Image from:
http://systemsbiology.usm.edu/BrachyWRKY/W
RKY/IMG/Phytoremediation-01.jpg
9
This technique may take a soil or water problem and make it an air quality issue. The
chemical is degraded during the process through the process of phytodegradation.
Phytoextraction is the ability of some plants to
take up pollutants and accumulate them in their
above ground leafy tissues. These can then be
harvested and disposed of or used properly.
This method is important for the removal of
inorganic or metal contaminants. (Pilon-Smits,
2005)
o “Toxic heavy metals and organic
pollutants are the major targets for
phytoremediation” (Salt, 2005). These
targets are best contacted through phytoextraction.
Phytostabilization is the use of plants to prevent the migration of pollutants by preventing
erosion, leaching, or runoff. This can also involve the chemical conversion of pollutants
to less reactive forms. This could involve the precipitation of contaminant in the plants
root zone (aka: rhizosphere). (Pilon-Smits, 2005)
Phytostimulation (or Rhizodegradation) is the ability of plants to form a sort of
mutualistic relationship with microorganism (bacteria) in the root zone of the plant. A
larger root area (Rhizosphere) favors this type of phytoremediation due to the promotion
of bacterial growth in the soil, a form of facilitated biodegradation. “For
phytostimulation of microbial degraders in the root zone, grasses such as fescue (Festuca
sp.), ryegrass (Lolium sp.), switchgrass (Pancium sp.), and prairie grasses (e.g., Buchloe
Figure 5
Phytoextraction
Phytoextraction is an excellent way to remove
heavy metal toxins from contaminated soils.
Image from:
Http://www.webapps.cee.vt.edu/ewr/environm
ental/teach/gwprimer/group17/phyto/Extract.g
if
10
dactyloides, Bouteloua sp.) are very popular because they have dense and relatively deep
root systems and thus large root surface area” (Pilon-Smits, 2005).
Rhizofiltration “is the absorption or adsorption of pollutants into the plants root zone”
(Wong, 2004). Some plants have the ability to isolate toxic substance in the soil
surrounding their roots. “To avoid the toxicity, plants have developed specific
mechanisms by which toxic elements are excluded, retained at root level, or transformed
into physiologically tolerant forms” (Shah, Ahmad, Masood, Peralta-Videa & Ahmad,
2010).
As with all methods of remediation these techniques have pros and cons. Since plants are
inhibited in movement they have to be near the pollutant. They also have to be able to react with
the chemicals thus the soil properties, toxicity level, and climate should be suitable for the
particular plant species growth. This is linked to the selection of the plant species type. It is
crucial that the plant can grow properly under the adversity of the contaminated ecosystem. The
effectiveness of phytoremediation also depends on the dispersion of the pollutant. Where the
pollutant is in relation to the plant is key. This is related to the root zone distribution. Another
limitation can be linked to the speed of the process. It can be very slow depending upon the
biological processes that are applied. More traditional remediation techniques are much faster
(such as excavation, incineration, or pump-and-treat systems.) (Pilon-Smits, 2005)
Hyper-Accumulation
Some plants have the uncanny ability to make very good use of their process when
accumulating one or more inorganic elements. When a plant can absorb 100-fold higher
amounts of contaminants it is called a hyper accumulator. “Hyper accumulators have been
reported for Arsenic (As), Cobalt (Co), Copper (Cu), Manganese (Mn), Nickel (Ni), Lead (Pb),
11
Selenium (Se), and Zinc (Zn)” (citation needed). Although these plants have amazing abilities,
they are not commonly selected due to their
slow growth and low biomass generation.
These types of plants could be very useful in
attaining the conditions of EPA’s Resource
Conservation and Recovery Act (RCRA). An
example of a hyper-accumulator can be seen in
Pteris vittata which is a variety of a fern. It has
been identified to be an Arsenic (As) hyper-
accumulator. (Pilon-Smits, 2005)
Use of Biofuel crops:
Using biofuel crops for
phytoremediation purposes is a relatively new topic. It focuses on the importance of the
potential for increased sustainability by using biofuel crops for phytoremediation. We hope to
offer some further research into this area. Using biofuel plant species for phytoremediation also
expands on the topic of carbon dioxide (CO2) abatement. The use of biofuel crops for
phytoremediation would offset CO2 production by decreasing the use of heavy equipment used
in conventional forms of remediation. Furthermore, biofuel crops could compound this positive
impact by also supplying a viable source of fuel. These fuel products could potentially burn
much more cleanly than conventional fossil fuel based products. They could also be produced
locally, which would allow for more energy independence on the local level. Ethanol is already
being used as an additive for fuels and is gaining commercial acceptance. The emissions from
combusted biofuels will align with the use of conventional fuel types.
Figure 6
Hyper-Accumulation
Hyper accumulators have the ability to absorb up to
100 times as much contaminants as compared to other
plants grown under similar conditions.
Image from:
http://t3.gstatic.com/images?q=tbn:ANd9GcSp1GZz
AyP0XZnr2cppn_BVhypBMJ5nfIzDgy1BvRmHSUs
77En8
12
Another concept to consider is the importance of replacing current biofuel crops.
Currently the majority of biofuel is derived from food based crop such as sugar cane or corn.
There is a distinct benefit from by using non-food crops, such as Camelina sativa, Miscanthus
giganteus, Panicum virgatum, along with a number of other possibilities. Each of these species
has different benefits and challenges. Camelina sativa has great success once established, but
typically has difficulty thriving in adverse conditions (i.e. low pH). There are many varieties (at
least 50) Camelina sativa which each may have different survival capabilities. Camelina sativa
also has the ability to fix nitrogen throughout its life cycle. Miscanthus giganteus is a very
hearty plant with a deep root system with rhizomes. Panicum virgatum have long roots that may
be very densely arranged in the root zone of each plant. It is also important to not take away
from the worlds food supply while attempting to solve energy or pollution issues. In the future
it would be great to see a push to use phytoremediation as a tool for environmental pollution
control. The practical application of government based financial initiatives may aid in bringing
this to fruition.
The thesis will progress in the following manner: Chapter 2, Methods and Materials, will
go into great detail upon how biofuel crops can be used for the phytoremediation of heavy metal
contaminants from acid mine drainage affected soils in Pennsylvania; Chapter 3, Results, will
present the findings of this experiment; Chapter 4, Interpretation of results, will elaborate on the
meaning of these findings; Chapter 5, Conclusion, will explain the final findings of the project,
offer answers to the theoretical questions earlier, and provide future avenues for research.
13
Chapter 2: METHODS AND MATERIALS
Experimental Design
Soil Collection and Preparation
Preparation of planting containers and plants
Germination records
Growth records
Laboratory Analysis
Calculation Methods
Chemical and Physical Properties
14
Chapter 2: METHODS AND MATERIALS
Experimental design:
We selected three species of Biofuel crops for this experiment. They were Camelina
sativa, Miscanthus giganteus, and Panicum virgatum. Each of the selected biofuel crops interact
with the soil in slightly different ways. The root system of the Miscanthus giganteus has
different properties than those of the Camelina sativa
which also differ from those of the Panicum virgatum.
Miscanthus plants have very deep root systems while
Panicum have long tightly arranged roots. Camelina
roots are very thin and fragile. These differences (and
other physical attributes) from species to species play
an enormous role in how well each will survive, thrive,
and ultimately phytoremediate the contaminated soil
samples that we are studying.
One area of interest to be addressed in this
experiment is the ability of each species to survive in
different contaminated soil types. This will play an
enormous role in how well each species will first
germinate and establish a viable root system. Next
they can gain the ability to grow well through the
vegetative growth stages and produce biomass in plant
tissue. After each specimen was established the plant
tissues grew and had the ability to remove
Figure 7 Native plant species at EPCAMR:
(Gerst, 2012)
15
contaminants (through phytoremediation) from the experimental soils and translocate the heavy
metals into the plant leaf tissues.
Soil Collection and Preparation:
The first order of business at hand was to design
the experiment in a way to account for each stage of
growth. To accomplish this task we first travelled to the
Eastern Pennsylvania Coalition for Abandoned Mine
land Reclamation (EPCAMR) located in Ashley
Borough, located in Luzerne County, PA. This area in
Northeastern Pennsylvania was a hotbed for both surface
and deep mining operations of Anthracite Coal
throughout the early 1900’s.
Soil was collected for the experiments after we
were given permission. Native plant tissue samples were
also taken to serve as additional experimental control
samples. The initial soil sample sizes were two five
gallon buckets (placed in black trash bags) from each
location.
We selected three different locations throughout
EPCAMR’s properties holdings throughout Luzerne
County, PA to diversify the soil survey throughout the site and provide different soil types. The
first region (Location 1) from which we sampled was located near the EPCAMR office in Ashley
Borough, Luzerne County, PA. This was right next to the old coal elevator and breaker plant.
This soil was very sandy and had a large amount of small gravel sized rocks present. There were
Figure 8
Images from EPCAMR Soil
Excavation:
Location 1: The Office
Location 2: Loomis Bank
Location 3: Honey Pot
(Gerst, 2012)
16
a number of native plant species growing very sparsely throughout this area. The second region
(Location 2) from which we sampled was located on what was called the “Loomis Bank”. The
“Loomis Bank” is located in Hanover Township, Luzerne
County, PA. This area was where a great deal of waste coal
was piled up creating a hill side. There was a small layer (about
3 inches) of topsoil on top of the waste coal.
Surprisingly, there was a great deal of vegetation
growing in this topsoil (including poison ivy). This sample was
obtained from a hill side with a steep slope. This soil had a lot
of boney coal and rocks. Digging and collecting these samples
was difficult due to the very thin soil layer. The third and last
region (Location 3) from which we sampled was called the
“Honey Pot” and was located at a bottom of a valley. The
“Honey Pot” is located in Newport Township, Luzerne County,
PA. A nearby stream showed signs of AMD. This soil
appeared much darker (black in color) and a high amount of
shimmery silt. The native vegetation was limited to mostly
larger evergreens (pines and hemlocks) and some sparsely
located bunch grasses. Larger amounts of soil were required to
repeat the experiment for three (3) more trials.
After the soil was collected we headed to the greenhouse
to prepare the soil. The two bags from each site were combined in large (approximately 25 - 30
gallon) planters and mixed thoroughly. Grab samples (about ½ quart sized sandwich bag) were
Figure 9
Soil Preparation:
Soil Blending:
Potting Preparation:
Initial Soil Sample preparation:
(For analysis at lab)
(Gerst, 2012)
17
taken from of each soil type to be sent off for laboratory analysis. The samples were analyzed
for the concentrations of Sulfur (S), Aluminum (Al), Arsenic (As), Barium (Ba), Cadmium (Cd),
Chromium (Cr), Lead (Pb), Mercury (Hg), Selenium (Se), and Silver (Ag). Each of these
concentrations was used respectively as the initial soil
concentrations throughout this experiment. Each sample
was also analyzed for pH.
Preparation of planting containers and plants:
The soil from each location was then divided equally
between (approximately 3 gallon) sample planters for each
of the plant species. This planter pot size was selected to
allow for the mature plants to be able to thrive throughout
the experiment. This used up the initial soil harvested rather
quickly. There was only enough growth media to provide
for one trial. This trial consisted of twelve (12) total potted
samples, with nine (9) experimental potted samples and
three (3) control potted samples. The control soil planter
pots were prepared with virgin potting soil.
To solidify our results we prepared subsequent
samples for three (3) more trials (for Trials 2-4). The planting containers were then placed on
trays to collect any possible run-through caused by watering. A great deal of run-through could
affect the soil chemistry. This leachate was not considered for the chemical transport and
transfer of the inorganic heavy metal contaminants. The leachate was unfortunately discarded
and not analyzed.
Figure 10
Plant Preparation:
Sowing of seeds (Both Seeded species
only):
Separation and Cutting (Rhizome
species only):
(Robinson, 2012)
18
After the planting containers were prepared for each of
the three experimental and control soil types for each of the three
plant species the pots were readied for planting. The Miscanthus
giganteus required preparation of split root portions of parent
plants due their rhizosomal reproductive properties. This
technique was used due to the long sexual reproductive cycle
typical of this species of plant. Four (4) Miscanthus giganteus
specimens separated by splitting a parent plant were prepared for
each trial. These sample specimens (trimmed to 7.2 cm for trial 1
and 10 cm for trials 2-4) were planted each of the experimental
and control planters. A small amount (approximately 50 ml) of
water was added to the soil to assist with acclimation to the soil.
Approximately one-hundred (100) seeds of the other two
plant species (Sunson variety for Camelina sativa and Blackwell
variety for Panicum virgatum) were counted and prepared to be
sown into the experimental and control soil planters. The sowing
of the seeds included distributing the seeds and mixing them
evenly and covering them with approximately an inch of soil.
Then the seeds were sown into each of the planters and were
watered in with a small amount (approximately 50 ml) of water.
Figure 11a
Monitoring of plant growth:
Germination phase:
(Both Seeded species only)
Measurement of growth:
Miscanthus giganteus
Camelina sativa
Panicum virgatum
(Gerst and Robinson, 2012)
19
Germination Records:
The two plant species that were grown from seed
were Camelina sativa and Panicum virgatum. Each of
these species was monitored for the first few weeks for
percent germination. This was accomplished by simply
making periodic observations to count seed emergence.
Growth Records:
Now that the samples have been prepared a
rigorous watering schedule was established to provide the
necessary moisture required successful plant germination
and ultimately growth. Initial watering volumes added to
each sample were kept very small (200 ml) to discourage
run-through. The initial goal was to eliminate any loss of
water through run-through or leaching. Each Miscanthus
giganteus was observed through measuring the growth
from the beginning. The Camelina sativa and Panicum
virgatum were initially observed for percent germination.
Percent germination was determined by observing (counting) the number of seeds that
germinated over time. This was repeated until the germination period was completed and
observations could be made by measuring growth. Growth was measured every few days
depending on availability. All measurements were conducted with the same laboratory ruler and
subsequent meter stick in the same manner.
Figure 11b
Monitoring of plant growth:
Initial
≈Two Weeks Growth
≈Ten Weeks Growth
(Gerst and Robinson, 2012)
20
Laboratory analyses:
In order to test the hypothesis, and answer the postulated questions for our research, each
of the initial soil and final soil and plant tissue samples were analyzed for inorganic (heavy
metal) contamination. Each sample was analyzed in accordance with the EPA Reference Test
Methods listed in Table #1. The following laboratory analyses were conducted:
1. Laboratory testing for the initial soil samples was performed by ALS Environmental in
Middletown, PA.
2. Laboratory testing for the initial plant tissue samples from native plant species was
performed also by ALS Environmental in Middletown, PA.
3. Testing for the final soil samples and plant tissue samples for Trial 1 was performed by
ALS Environmental in Middletown, PA.
4. Testing for the final soil samples and plant tissue samples for Trials 2 and 3 was
performed by Microbac Laboratories, Inc. in Harrisburg, PA.
21
Table #1, EPA Reference Test Methods
All EPA Methods are accessible at the technology transfer network.
The website is: www.EPA.gov/ttn.
Methods for Calculations:
Variability Calculations:
The variability among the experimental conditions were
approximated by calculating the standard deviation
between each soil type. The standard deviation is a statistical function that assists with data
analysis. It indicates the variation between data points and the average values in the
experimental data set. The standard deviation calculations were perfomed by a function in Excel.
They are displayed on the variance graphs in the form of error bars. If the standard deviation
value is larger, then the greater the variance and vice versa.
Parameter Epa Method Laboratory
Corrosivity, pH SW846-9045D ALS Environmental and Microbac Laboratories, Inc.
Moisture SM20-2540G ALS Environmental
Total Solids SM20-2540G ALS Environmental and Microbac Laboratories, Inc.
Aluminum, Al SW846-6010C ALS Environmental
Aluminum, Al SW846-6010B Microbac Laboratories, Inc.
Arsenic, As SW846-6020A ALS Environmental
Arsenic, As SW846-6010B Microbac Laboratories, Inc.
Barium, Ba SW846-6020A ALS Environmental
Barium, Ba SW846-6010B Microbac Laboratories, Inc.
Cadmium, Cd SW846-6020A ALS Environmental
Cadmium, Cd SW846-6010B Microbac Laboratories, Inc.
Chromium, Cr SW846-6020A ALS Environmental
Chromium, Cr SW846-6010B Microbac Laboratories, Inc.
Lead, Pb SW846-6020A ALS Environmental
Lead, Pb SW846-6010B Microbac Laboratories, Inc.
Mercury, Hg SW846-7471B ALS Environmental
Mercury, Hg SW846-7471A Microbac Laboratories, Inc.
Selenium, Se SW846-6020A ALS Environmental
Selenium, Se SW846-6010B Microbac Laboratories, Inc.
Silver, Ag SW846-6020A ALS Environmental
Silver, Ag SW846-6010B Microbac Laboratories, Inc.
Sulfur, S SW846-6010C ALS Environmental
Sulfur, S SW846-6010B Microbac Laboratories, Inc.
The equation that is used to calculate
the standard deviation is:
https://encrypted-
tbn0.gstatic.com/images?q=tbn:ANd9GcT1I
nGUZe7alrtIYUOiuyp18zgYC4rbrdPZ1fp
Mk2ZFKJvYyO5b
22
Percent Germination Calculation:
The percent germination was calculated in order to determine the ability for the seeded species
(Camelina sativa and Panicum virgatum) to survive in the experimental soils. Each of the trials
was evaluated for percent germination. We selected a seed sowing value of approximately one
hundred (100) to allow for a simple percent germination calculation. Essentially the maximum
number of germinated seeds was equal to the maximum germination for the seeded plant species.
This was accomplished by the following equation:
(Number of germinated seeds)] / (Total number seeds sewn) * 100 = germination rate
[(Nsgerminated) / (Nssewn)] * 100 % Germination
Mass-Volume Approximation Calculations:
The mass and volume values to be considered for each of the media involved in this
experiment (soil and plant tissue) were approximated using standard unit conversions. Each of
the pots used for the experiments were considered to be three (3) gallons. The pots were
assumed to be ninety percent (90%) full. Values for the plant tissues were estimated based on
yield values found in other studies.
The following equations were used to approximate the volume of soil:
Msoil = Vsoil * ρsoil
Vsoil = 3 gallons * (3.785 liters/gallon) * (1 m3 / 1000 L) * (0.90) = 0.0102 m
3
23
The following values were used to approximate the expected biomass yield for each plant
species:
Camelina sativa:
Mplants-tissue = 2134.5 kg/ha/year (averaged from 1638, 3106, 1987, 3320, 1096, 1660
kg/ha) (Vakulabharanam, 2010)
Miscanthus giganteus:
Mplant-tissue = 8.2 dry ton/acre/year (averaged from 6.6 and 9.8 dry ton/acre/year)
(Caslin et. al., 2010)
Panicum virgatum:
Mplants-tissue = 6 Metric tons/acre/year (Jensen et al., 2005)
These values were converted to reflect the estimated yield output from our experiment.
The resulting calculated yield value was then used in order to approximate mass balance.
Mass-Balance Calculations:
The Mass-Balance approach was applied to the soil and plant tissues to determine the
amount of phytoextraction that occurred. This principle is based on the Law of Conservation of
Mass (principle of mass conservation) and the First Law of Thermodynamics, which states that
energy is conserved in a closed system. For this research we did not consider the potential loss
of mass to the leachate. The experiment was designed in a manner to limit the amount of water
added to the system. This was an attempt to minimize the leaching effect. Each of the trials was
evaluated for the mass balance transfer and calculations were performed for each of the
contaminants that demonstrated phytoextraction. The approximate values for volume and
density for the soils and plant tissues was used for this purpose. Average plant tissue volume
was approximated by growth portion of this study along with average yields provided and
supported through other studies. Lab analyses with non-detect (ND) were calculated with the
24
reporting detection limit (RDL). Lab analyses with no-analysis (NA) were calculated with a zero
value to represent the lack of sample analysis.
The following equations were used to help interpret the results of this experiment:
Total Massin = Total Massout
Total [(Concin)*(Volumein )*(Densityin) ] = Total [(Concout)*(Volumeout)* (Densityout]
Σi [Soil(CinVin ρsoil) ] = Σo [Soil(CoutVout ρsoil )] + Plant Tissue(CoutVout ρplant-tissue )]
Approximate density of the soils: Soil 1 (sandy) ρSoil1 = 1800 kg/m3
Soil 2 (gravel) ρSoil1 = 2000 kg/m3
Soil 3 (silty) ρSoil1 = 2100 kg/m3
Chemical and Physical Properties:
The chemical and physical properties offer the ability to determine how chemicals behave in the
environment. These properties are crucial in modeling the chemical fate and transport through
the environment and they offer insight to the mobility of chemicals.
25
Table # 2, Chemical and Physical Properties
Prop-
erty
Molar
Mass,
M
Melting Point,
Tm
Dens
-ity,
ρ
Water solubility
Vapor
pressure,
PSL
Log
KOW
Partitioning
Coefficients
Henry’s law
constant, H KOW KOC
Para-
meter g/mol °C K g/cm3 g/100 ml
H2O
Other
solubility Pa na L/kg Pa m3/mol
Ag 107.87 964.78 1238 10.5 70,480 na 1.27E-
07 0.23 1.698 Calc.
As 77.95 817 1090 5.75 34,710 na 0.68 4.786 14 0.0245
Ba 139.36 727 1000 3.62 54,760 na 7.97E-
06 0.23 1.698 14 Calc.
Cd 112.4 321.07 594 8.69 122,800 React in acid 2.80E-
04 -0.07 0.851 14 0.0308
Cr 52 1907 2180 7.15 88,670 React in
dilute acid
2.45E-
08 0.23 1.698 14 Calc.
Hg 200.59 -38.83 234 13.54 0.06 na 140 0.62 4.169 14 0.008622
Pb 209.21 327.46 601 11.3 9581 Conc. Acid 5.54E-
07 0.73 5.370 14 0.0245
Se 78.96 220.8 494 4.81 2,063 CS2 0.24 1.738 14 0.00974
S 32.06 115.21 388 2.07 i
Sl in EtOH,
in Bz, Eth, s
CS2
Al 26.98 660.32 933 2.70 59,400 Acid or
Alkaline
3.06E-
10 0.33 2.138 14 0.0245
26
Chapter 3: RESULTS
Summary results of germination records
Summary results of growth records
Summary results of chemical analysis
Summary results of calculations
27
Chapter 3: RESULTS
Summary results of germination records:
Table 3a: Summary results of Germination records, Trial 1
Plant Species Date Camelina sativa Panicum virgatum
Soil 1
June 13, 2012
10 0
Soil 2 44 0
Soil 3 18 0
Control 17 0
Soil 1
June 14, 2012
28 0
Soil 2 73 0
Soil 3 43 0
Control 95 0
Soil 1
June 15, 2012
* 100
Soil 2 100
Soil 3 100
Control 100 Notes: Seeds were sown on June 10, 2012.
*Indicates only growth was measured after 3 cm was reached
28
Table 3b: Summary results of Germination records, Trial 2
Plant Species Date Camelina sativa Panicum virgatum
Soil 1
September 18, 2012
37 0
Soil 2 4 0
Soil 3 53 0
Control 0 0
Soil 1
September 21, 2012
59 0
Soil 2 12 0
Soil 3 83 0
Control 0 11
Soil 1
October 1, 2012
14 45
Soil 2 73 78
Soil 3 8 31
Control 34 *
Soil 1
October 3, 2012
28 20
Soil 2 71 48
Soil 3 14 39
Control 31 38
Soil 1
October 8, 2012
20 25
Soil 2 * 52
Soil 3 0 27
Control * *Growing well
Soil 1
October 11, 2012
10
Soil 2 *
Soil 3 5
Control *
Soil 1
October 15, 2012
12
Soil 2 *
Soil 3 0
Control *
Soil 1
October 18, 2012
8
Soil 2 *
Soil 3 0
Control *
Soil 1
October 22, 2012
7
Soil 2 *
Soil 3 0
Control * Notes: Seeds were sown on September 14, 2012
*Indicates only growth was measured (after 3 cm was reached)
29
Table 3c: Summary results of Germination records, Trial 3
Plant Species Date Camelina sativa Panicum virgatum
Soil 1
September 18, 2012
52 0
Soil 2 2 0
Soil 3 38 0
Control 0 0
Soil 1
September 21, 2012
68 0
Soil 2 21 0
Soil 3 45 0
Control 0 13
Soil 1
October 1, 2012
15 15
Soil 2 62 53
Soil 3 15 52
Control 90 *
Soil 1
October 3, 2012
39 42
Soil 2 82 32
Soil 3 15 27
Control 95 48
Soil 1
October 8, 2012
25 45
Soil 2 * 40
Soil 3 0 31
Control * *Growing well
Soil 1
October 11, 2012
18
Soil 2 *
Soil 3 0
Control *
Soil 1
October 15, 2012
16
Soil 2 *
Soil 3 0
Control *
Soil 1
October 18, 2012
13
Soil 2 *
Soil 3 0
Control *
Soil 1
October 22, 2012
12*
Soil 2 *
Soil 3 3
Control * Notes: Seeds were sown on September 14, 2012
*Indicates only growth was measured (after 3 cm was reached)
30
Table 3d: Summary results of Germination records, Trial 4
Plant Species Date Camelina sativa Panicum virgatum
Soil 1
September 18, 2012
55 0
Soil 2 10 0
Soil 3 82 0
Control 0 0
Soil 1
September 21, 2012
4 0
Soil 2 73 0
Soil 3 36 0
Control 3 3
Soil 1
October 1, 2012
4 10
Soil 2 58 82
Soil 3 17 43
Control 95 *
Soil 1
October 3, 2012
19 51
Soil 2 93 51
Soil 3 12 42
Control 100 51
Soil 1
October 8, 2012
15 62
Soil 2 * 61
Soil 3 4 39
Control * * Growing well
Soil 1
October 11, 2012
12
Soil 2 *
Soil 3 0
Control *
Soil 1
October 15, 2012
15
Soil 2 *
Soil 3 3
Control *
Soil 1
October 18, 2012
13
Soil 2 *
Soil 3 3
Control *
Soil 1
October 22, 2012
11
Soil 2 *
Soil 3 3
Control * Notes: Seeds were sown on September 14, 2012
*Indicates only growth was measured (after 3 cm was reached)
31
Summary Results of Growth Records:
Figure 12a: Camelina sativa Growth Records, Trial 1
Figure 12b: Camelina sativa Growth Records, Trial 2
0
10
20
30
40
50
60
70
80
90
1 3 5 7 9 11 13 15 17 19 21 23 25 27 29 31 33 35 37
He
igh
t , c
m
Time, Days
Soil 1
Soil 2
Soil 3
Control
0
10
20
30
40
50
60
70
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
Hei
ght,
cm
Time, Days
Soil 2
Soil 3
Control
32
Figure 12c: Camelina sativa Growth Records, Trial 3
Figure 12d: Camelina sativa Growth Records, Trial 4
0
10
20
30
40
50
60
70
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
He
igh
t, c
m
Time, Days
Soil 1
Soil 2
Soil 3
Control
0
10
20
30
40
50
60
70
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
Hei
ght,
cm
Time, Days
Soil 1
Soil 2
Soil 3
Control
33
Figure 13a: Miscanthus giganteus Growth Records, Trial 1
Figure 13b: Miscanthus giganteus Growth Records, Trial 2
0
20
40
60
80
100
120
140
160
180
1 3 5 7 9 11 13 15 17 19 21 23 25 27 29 31 33 35 37
He
igh
t, c
m
Time, Days
Soil 1
Soil 2
Soil 3
Control
0
10
20
30
40
50
60
70
80
90
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
Hei
ght,
cm
Time, Days
Soil 1
Soil 2
Soil 3
Control
34
Figure 13c: Miscanthus giganteus Growth Records, Trial 3
Figure 13d: Miscanthus giganteus Growth Records, Trial 4
0
20
40
60
80
100
120
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
He
igh
t, c
m
Time, Days
Soil 1
Soil 2
Soil 3
Control
0
10
20
30
40
50
60
70
80
90
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
He
igh
t, c
m
Time, Days
Soil 1
Soil 2
Soil 3
Control
35
Figure 14a: Panicum virgatum Growth Records, Trial 1
Figure 14b: Panicum virgatum Growth Records, Trial 2
0
10
20
30
40
50
60
70
80
90
1 3 5 7 9 11 13 15 17 19 21 23 25 27 29 31 33 35 37
He
igh
t, c
m
Time, Days
Soil 1
Soil 2
Soil 3
Control
0
10
20
30
40
50
60
70
80
90
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
He
igh
t, c
m
Time, Days
Soil 1
Soil 2
Soil 3
Control
36
Figure 14c: Panicum virgatum Growth Records, Trial 3
Figure 14d: Panicum virgatum Growth Records, Trial 4
0
10
20
30
40
50
60
70
80
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
He
igh
t, c
m
Time, Days
Soil 1
Soil 2
Soil 3
Control
0
10
20
30
40
50
60
70
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
He
igh
t, c
m
Time, Days
Soil 1
Soil 2
Soil 3
Control
37
Summary results of Laboratory analyses:
The results from each of the laboratory analyses demonstrate the chemical concentrations of each
analyte under each experimental condition respectively.
Table 4a: Results, Initial Soil Analysis, [ALS Environmental]
Parameter Result Units
Soil 1 Soil 2 Soil 3 mg/kg dry
Aluminum, Al 12800 8200 12800 mg/kg dry
Arsenic, As 14.3 21.9 29.6 mg/kg dry
Barium, Ba 103 81.9 82.5 mg/kg dry
Cadmium, Cd <0.52 <0.48 <0.58 mg/kg dry
Chromium, Cr 13.7 11.0 9.1 mg/kg dry
Lead, Pb 85.7 16.7 46.0 mg/kg dry
Mercury, Hg 0.38 0.16 0.21 mg/kg dry
Selenium, Se <2.6 <2.4 6.8 mg/kg dry
Silver, Ag <1.0 <0.96 <1.2 mg/kg dry
Sulfur, S 1010 411 2440 mg/kg dry
pH 4.24 5.50 4.15 mg/kg dry
Note: The initial soil results indicate the concentrations of each analyte in the soil at the
beginning of the experiment. These results serve as a starting point for the experiment.
Table 4b: Results, Native plant species, [ALS Environmental]
Parameter Result Units
Location 1 Location
2
Location 3 mg/kg dry
Aluminum, Al 43.5 420 <37.9 mg/kg dry
Arsenic, As <4.1 <36.2 <5.6 mg/kg dry
Barium, Ba 22.6 38.4 9.4 mg/kg dry
Cadmium, Cd 2.2 <1.8 <1.9 mg/kg dry
Chromium, Cr <2.7 <3.6 <3.7 mg/kg dry
Lead, Pb <2.7 <3.6 <3.7 mg/kg dry
Mercury, Hg <0.15 <0.18 <0.17 mg/kg dry
Selenium, Se <6.8 <8.9 <9.3 mg/kg dry
Silver, Ag <2.7 <3.6 <3.7 mg/kg dry
Sulfur, S NA NA NA mg/kg dry
pH 5.63 4.10 4.00
Note: The native plant tissue results indicate the concentrations of each analyte in the leaf
tissues of native plants at the beginning of the experiment. These results serve an
additional control and indicate the phytoextraction abilities of the native plant species.
38
Table 5a: Results Final Soil Analysis, Trial 1
[ALS Environmental]
Parameter Camelina sativa Miscanthus giganteus Panicum virgatum
Soil 1 Soil 2 Soil 3 Soil 1 Soil 2 Soil 3 Soil 1 Soil 2 Soil 3
Aluminum, Al 5840 7110 7020 6390 6700 4380 8650 5840 4120
Arsenic, As 27.5 13.0 33.9 16.7 11.8 43.2 17.0 11.8 36.2
Barium, Ba 139 113 120 98.7 153 148 93.7 67.8 98.9
Cadmium, Cd <0.55 <0.55 <0.57 <0.57 <0.46 <0.61 <0.53 <0.54 <0.63
Chromium, Cr 83.6 14.5 15.8 11.8 11.4 19.5 12.2 7.8 12.1
Lead, Pb 189 22.5 48.4 96.7 22.2 60.3 86.9 18.4 71.3
Mercury, Hg 0.36 0.072 0.22 0.46 0.12 0.30 0.39 0.098 0.14
Selenium, Se 4.0 <2.7 6.6 3.4 <2.3 9.5 <2.7 <2.7 11.0
Silver, Ag <1.1 <1.1 <1.1 <1.1 <0.92 <1.2 <1.1 <1.1 <1.3
Sulfur, S 793 545 4580 782 441 2540 754 523 2720
pH 4.48 6.22 4.82 4.61 5.84 4.65 5.19 6.01 4.76
Notes: All concentrations are in mg/kg on a dry basis.
The initial soil results indicate the concentrations of each analyte under the original
conditions. These results serve as a starting point for the experiment.
Table 5b: Results Final Soil Analysis, Trials 2 & 3 combined,
[Microbac Laboratories, Inc.]
Parameter Result Units
Soil 1 Soil 2 Soil 3 mg/kg dry
Aluminum, Al 8360 5190 3830 mg/kg dry
Arsenic, As 21.4 7.13 14.0 mg/kg dry
Barium, Ba 101 56.5 65.2 mg/kg dry
Cadmium, Cd <1.78 <1.80 <2.00 mg/kg dry
Chromium, Cr 12.1 <8.98 <9.95 mg/kg dry
Lead, Pb 79.3 21.2 35.7 mg/kg dry
Mercury, Hg 0.302 <0.0478 0.0616 mg/kg dry
Selenium, Se <8.87 <8.98 <9.95 mg/kg dry
Silver, Ag <4.44 <4.49 <4.98 mg/kg dry
Sulfur, S 1040 735 2600 mg/kg dry
pH 4.75 6.11 4.97
Note: The final soil results indicate the concentrations of each analyte under the final
conditions. These results serve as an ending point for the experiment.
39
Table 6a: Results, Final Plant Tissue Analysis, Trial 1 [ALS Environmental]
Parameter Camelina sativa Miscanthus giganteus Panicum virgatum
Soil 2 Soil C Soil 1 Soil 2 Soil 3 Soil C Soil 1 Soil 2 Soil 3 Soil C
Al 146 181 33.7 <33.1 34.1 61.2 1220 173 807 106
As <10.3 <10.0 <5.0 <4.9 <4.7 <5.6 <6.9 <6.0 <7.5 <8.6
Ba <17.2 49.3 50.8 14.6 <7.9 <9.3 26.9 13.7 16.3 <14.3
Cd <3.4 <3.3 <1.7 <1.6 <1.6 <1.9 <2.3 <2.0 <2.5 <2.9
Cr <6.9 <6.7 <3.4 <3.2 <3.2 <3.7 <4.6 <4.0 19.7 6.4
Pb <6.9 <6.7 <3.4 <3.2 <3.2 <3.7 <4.6 <4.0 <5.0 <5.7
Hg <0.35 <0.35 <0.17 <0.17 <0.16 <0.15 <0.19 <0.20 <0.25 <0.26
Se <17.2 <16.7 <8.4 <8.1 <7.9 <9.3 <11.5 <10 <12.6 <14.3
Ag <6.9 <6.7 <3.4 <3.2 <3.2 <3.7 <4.6 <4.0 <5.0 <5.7
S 6150 11400 2290 1770 2240 2180 1880 2540 3550 4270
pH 7.07 6.28 6.48 6.55 6.64 6.97 6.02 6.11 6.35 6.20
Notes: All concentrations are in mg/kg on a dry basis.
Incidence of phytoextraction highlighted in bold.
The final plant tissue results indicate the concentrations of each analyte in the plant
tissues at the end of the experiment.
Table 6b: Results, Final Plant Tissue Analysis, Trial 2 [Microbac Laboratories, Inc.] Para-
meter
Camelina sativa Miscanthus giganteus Panicum virgatum
Soil 1 Soil 2 Soil C Soil 1 Soil 2 Soil 3 Soil C Soil 1 Soil 2 Soil 3 Soil C
Al 2800 3790 24.0 <15.7 <21.7 <27.4 <16.5 <16.0 27.7 741 <15.6
As <22.6 <11.4 <4.10 <3.91 <5.40 <6.84 <4.10 <3.98 <3.91 <3.65 <3.89
Ba 87.8 81.9 <8.21 36.9 12.1 18.7 <8.21 10.7 <7.84 17.4 <7.78
Cd <9.08 <4.56 <1.65 <1.57 <2.17 <2.74 <1.65 <1.60 <1.57 <1.47 <1.56
Cr <45.3 <22.7 <8.21 <7.84 <10.8 <13.7 <8.21 <7.98 <7.84 <7.32 <7.78
Pb <45.3 <22.7 <8.21 <7.84 <10.8 <13.7 <8.21 <7.98 <7.84 8.28 <7.78
Hg <45.3 NA <0.0524 <0.0501 <0.0537 <0.299 <0.0344 <0.0661 <0.0344 0.0489 <0.0394
Se <45.3 <22.7 <8.21 <7.84 <10.8 <13.7 <8.21 <7.98 <7.84 <7.32 <7.78
Ag <22.7 <11.4 <4.11 <3.92 <5.41 <6.85 <4.11 <3.99 <3.92 <3.66 <3.90
S 6900 10100 10800 1640 1800 1060 1220 1780 1880 2050 1360
Notes: All concentrations are in mg/kg on a dry basis.
Incidence of phytoextraction highlighted in bold.
The final plant tissue results indicate the concentrations of each analyte in the plant
tissues at the end of the experiment.
40
Table 6c: Results from plant tissue analysis, Trial 3 [Microbac Laboratories, Inc.] Para-
meter
Camelina sativa Miscanthus giganteus Panicum virgatum
Soil 1 Soil 2 Soil 3 Soil 1 Soil 2 Soil 3 Soil 1 Soil 2 Soil 3 Soil C
Al 1860 NA NA <26.1 <20.5 <27.1 57.7 <16.2 293 <15.6
As <21.8 NA NA <6.50 <5.10 <6.72 <4.11 <4.05 <6.01 <3.89
Ba 43.8 NA NA 25.5 20.0 14.1 12.9 <8.10 <12.0 <7.78
Cd <8.77 NA NA <2.61 <2.05 <2.70 <1.65 <1.62 <2.41 <1.56
Cr <43.7 NA NA <13.0 <10.2 <13.5 <8.22 <8.10 <12.0 <7.78
Pb <43.7 NA NA <13.0 <10.2 <13.5 <8.22 <8.10 <12.0 <7.78
Hg NA NA NA <0.109 <0.0785 <0.0472 <0.0368 <0.0366 <0.247 <0.0394
Se <43.7 NA NA <13.0 <10.2 <13.5 <8.22 <8.10 <12.0 <7.78
Ag <21.9 NA NA <6.52 <5.11 <6.74 <4.12 <4.06 <6.03 <3.90
S 10500 NA NA 1810 1500 1160 2460 1830 2190 1360
Notes: All concentrations are in mg/kg on a dry basis.
Incidence of phytoextraction highlighted in bold.
The final plant tissue results indicate the concentrations of each analyte in the plant
tissues at the end of the experiment.
Summary of Calculation Results
Summary of Soil Variability Results:
The Experimental Conditions are represented in each of the following graphs as follows:
1. Initial soil laboratory results, (Initial).
2. Final soil laboratory results for Camelina sativa after Trial 1, (FCamT1).
3. Final soil laboratory results for Miscanthus giganteus after Trial 1, (FMisT1).
4. Final soil laboratory results for Panicum virgatum after Trial 1, (FPanT1).
5. Final combined soil laboratory results after Trial 2 and 3, (FT2/3).
The error bars on each of the graphs represent the standard deviation for each experimental
condition, respectively.
41
Figure 15a: Aluminum Soil Variance
Figure 15b: Arsenic Soil Variance
05
00
01
00
00
15
00
0
Init
ial
FCam
T1
FMis
T1
FPan
T1
FT2/
3
Co
nce
ntr
atio
n, m
g/K
g
Experimental Condition
Aluminum Soil Variance
Soil 1
Soil 2
Soil 3
010
2030
4050
Init
ial
FCam
T1
FMis
T1
FPan
T1
FT2/
3
Co
nce
ntr
atio
n, m
g/K
g
Experimental Condition
Arsenic Soil Variance
Soil 1
Soil 2
Soil 3
42
Figure 15c: Barium Soil Variance
Figure 15d: Cadmium Soil Variance
050
100
150
200
Init
ial
FCam
T1
FMis
T1
FPan
T1
FT2/
3
Co
nce
ntr
atio
n, m
g/K
g
Experimental Condition
Barium Soil Variance
Soil 1
Soil 2
Soil 3
01
12
23
Init
ial
FCam
T1
FMis
T1
FPan
T1
FT2/
3
Co
nce
ntr
atio
n, m
g/K
g
Experimental Condition
Cadmium Soil Variance
Soil 1
Soil 2
Soil 3
43
Figure 15e: Chromium Soil Variance
Figure 15f: Lead Soil Variance
020
4060
8010
0
Init
ial
FCam
T1
FMis
T1
FPan
T1
FT2/
3
Co
nce
ntr
atio
n, m
g/K
g
Experimental Condition
Chromium Soil Variance
Soil 1
Soil 2
Soil 3
050
100
150
200
Init
ial
FCam
T1
FMis
T1
FPan
T1
FT2
/3
Co
nce
ntr
atio
n, m
g/K
g
Experimental Condition
Lead Soil Variance
Soil 1
Soil 2
Soil 3
44
Figure 15g: Mercury Soil Variance
Figure 15h: Selenium Soil Variance
0.00
000.
1000
0.20
000.
3000
0.40
000.
5000
Init
ial
FCam
T1
FMis
T1
FPan
T1
FT2/
3
Co
nce
ntr
atio
n, m
g/K
g
Experimental Condtion
Mercury Soil Variance
Soil 1
Soil 2
Soil 3
02
46
810
12
Init
ial
FCam
T1
FMis
T1
FPan
T1
FT2/
3
Co
nce
ntr
atio
n, m
g/K
g
Experimental Condition
Selenium Soil Variance
Soil 1
Soil 2
Soil 3
45
Figure 15i: Silver Soil Variance
Figure 15j: pH Soil Variance
02
46
Init
ial
FCam
T1
FMis
T1
FPan
T1
FT2/
3
Co
nce
ntr
atio
n, m
g/K
g
Experimental Condition
Silver Soil Variance
Soil 1
Soil 2
Soil 3
02
46
8
Init
ial
FCam
T1
FMis
T1
FPan
T1
FT2/
3
pH
, -lo
g [H
+]
Experimental Condition
pH Soil Variance
Soil 1
Soil 2
Soil 3
46
Summary of Plant Tissue Variability Results:
The Experimental Conditions are represented in each of the following graphs as follows:
1. Native plant tissue laboratory results, (NPTl).
2. Final soil laboratory results for Camelina sativa after Trial 1, (FCamT1).
3. Final soil laboratory results for Miscanthus giganteus after Trial 1, (FMisT1).
4. Final soil laboratory results for Panicum virgatum after Trial 1, (FPanT1).
5. Final soil laboratory results for Camelina sativa after Trial 1, (FCamT2).
6. Final soil laboratory results for Miscanthus giganteus after Trial 1, (FMisT2).
7. Final soil laboratory results for Panicum virgatum after Trial 1, (FPanT2).
8. Final soil laboratory results for Camelina sativa after Trial 1, (FCamT3).
9. Final soil laboratory results for Miscanthus giganteus after Trial 1, (FMisT3).
10. Final soil laboratory results for Panicum virgatum after Trial 1, (FPanT3).
The error bars on each of the graphs represent the standard deviation.
Figure 16a: Aluminum Plant Tissue Variance
11
00
12
00
13
00
14
00
1
NP
T
FCam
T1
FMis
T1
FPan
T1
FCam
T2
FMis
T2
FPan
T2
FCam
T3
FMis
T3
FPan
T3
Co
nce
ntr
atio
n, m
g/K
g o
n a
ln s
cale
Experimental Condition
Aluminum Plant Tissue Variance
Soil 1
Soil 2
Soil 3
Control
47
Figure 16b: Arsenic Plant Tissue Variance
Figure 16c: Barium Plant Tissue Variance
010
2030
40
NP
T
FCam
T1
FMis
T1
FPan
T1
FCam
T2
FMis
T2
FPan
T2
FCam
T3
FMis
T3
FPan
T3
Co
nce
ntr
atio
n, m
g/K
g
Experimental Condition
Arsenic Plant Tissue Variance
Soil 1
Soil 2
Soil 3
Control
020
4060
8010
0
NP
T
FCam
T1
FMis
T1
FPan
T1
FCam
T2
FMis
T2
FPan
T2
FCam
T3
FMis
T3
FPan
T3
Co
nce
ntr
atio
n, m
g/K
g
Experimental Condition
Barium Plant Tissue Variance
Soil 1
Soil 2
Soil 3
Control
48
Figure 16d: Cadmium Plant Tissue Variance
Figure 16e: Chromium Plant Tissue Variance
02
46
810
NP
T
FCam
T1
FMis
T1
FPan
T1
FCam
T2
FMis
T2
FPan
T2
FCam
T3
FMis
T3
FPan
T3
Co
nce
ntr
atio
ns,
mg/
Kg
Experimental Condition
Cadmium Plant Tissue Variance
Soil 1
Soil 2
Soil 3
Control
010
2030
4050
NP
T
FCam
T1
FMis
T1
FPan
T1
FCam
T2
FMis
T2
FPan
T2
FCam
T3
FMis
T3
FPan
T3
Co
nce
ntr
atio
n, m
g/K
g
Experimental Condition
Chromium Plant Tissue Variance
Soil 1
Soil 2
Soil 3
Control
49
Figure 16f: Lead Plant Tissue Variance
Figure 16g: Mercury Plant Tissue Variance
010
2030
4050
NP
T
FCam
T1
FMis
T1
FPan
T1
FCam
T2
FMis
T2
FPan
T2
FCam
T3
FMis
T3
FPan
T3
Co
nce
ntr
atio
n, m
g/K
g
Experimental Condition
Lead Plant Tissue Variance
Soil 1
Soil 2
Soil 3
Control
0.00
000.
1000
0.20
000.
3000
0.40
00
NP
T
FCam
T1
FMis
T1
FPan
T1
FCam
T2
FMis
T2
FPan
T2
FCam
T3
FMis
T3
FPan
T3
Co
nce
ntr
atio
n, m
g/K
g
Experimental Condition
Mercury Plant Tissue Variance
Soil 1
Soil 2
Soil 3
Control
50
Figure 16h: Selenium Plant Tissue Variance
Figure 16i: Silver Plant Tissue Variance
010
2030
4050
NP
T
FCam
T1
FMis
T1
FPan
T1
FCam
T2
FMis
T2
FPan
T2
FCam
T3
FMis
T3
FPan
T3
Co
nce
ntr
atio
n, m
g/K
g
Experimental Condition
Selenium Plant Tissue Variance
Soil 1
Soil 2
Soil 3
Control
05
1015
2025
NP
T
FCam
T1
FMis
T1
FPan
T1
FCam
T2
FMis
T2
FPan
T2
FCam
T3
FMis
T3
FPan
T3
Co
nce
ntr
atio
n, m
g/K
g
Experimental Condition
Silver Plant Tissue Variance
Soil 1
Soil 2
Soil 3
Control
51
Figure 16j: Sulfur Plant Tissue Variance
Percent germination results:
Table 7a: Results, Percent Germination, Trial 1
Plant
Species
Camelina
sativa
Percent
germination,
%
Time
elapsed,
days
Panicum
virgatum
Percent
germination,
%
Time
elapsed,
days
Soil 1 28 28 4 100 100 5
Soil 2 73 73 4 100 100 5
Soil 3 43 43 4 100 100 5
Control 95 95 4 100 100 5
Table 7b: Results, Percent germination, Trial 2
Plant
Species
Camelina
sativa
Percent
germination,
%
Time
elapsed,
days
Panicum
virgatum
Percent
germination,
%
Time
elapsed,
days
Soil 1 59 59 7 45 45 17
Soil 2 73 73 17 78 78 17
Soil 3 83 83 7 39 39 19
Control 31 31 19 39 38 19
18
64
51
24
09
6
NP
T
FCam
T1
FMis
T1
FPan
T1
FCam
T2
FMis
T2
FPan
T2
FCam
T3
FMis
T3
FPan
T3
Co
nce
ntr
atio
n, m
g/K
g o
n a
ln s
cale
Experimental Condition
Sulfur Plant Tissue Variance
Soil 1
Soil 2
Soil 3
Control
52
Table 7c: Results, Percent germination, Trial 3
Plant
Species
Camelina
sativa
Percent
germination,
%
Time
elapsed,
days
Panicum
virgatum
Percent
germination,
%
Time
elapsed,
days
Soil 1 68 68 7 45 45 24
Soil 2 82 82 19 53 53 17
Soil 3 45 45 7 52 52 17
Control 95 95 19 100 100 7
Table 7d: Results, Percent germination, Trial 4
Plant
Species
Camelina
sativa
Percent
germination,
%
Time
elapsed,
days
Panicum
virgatum
Percent
germination,
%
Time
elapsed,
days
Soil 1 19 19 19 62 62 24
Soil 2 93 93 19 82 82 17
Soil 3 36 36 7 43 43 17
Control 100 100 19 100 100 17
Mass-Balance Calculation Results:
Camelina sativa:
Table 8a: Summary Results, Camelina sativa, Mass-Balance, Soil 1
Parameter
Trial 1 Trial 2 Trial 3 Average
Mass
Balance,
mg unless
marked *
Percent
of input,
%
Mass
Balance,
mg unless
marked *
Percent
of input,
%
Mass
Balance,
mg unless
marked *
Percent
of input,
%
Mass
Balance,
mg unless
marked *
Percent
of input,
%
Al 128.0 * 54.38 82.0 * 34.68 82.0 * 34.68 97.0 * 41.25
As -242.4 -92.31 -130.4 -49.68 -130.4 -49.68 -167.7 -63.89
Ba -661.0 -34.95 36.4 1.93 35.3 1.87 -196.4 -10.38
Cd -23.1 -242.31 -23.2 -242.6 -23.2 -242.6 -23.2 -242.50
Cr -1283.4 -510.22 29.2 11.62 29.2 11.62 -408.3 -162.33
Pb -1896.6 -120.54 117.4 7.46 117.4 7.46 -553.9 -35.21
Hg 0.4 5.26 1.3 18.45 1.4 20.53 1.03 14.75
Se -25.7 -53.85 -115.3 -241.46 -115.3 -241.45 -85.4 -178.92
Ag -1.8 -10.00 -63.2 -344.40 -63.3 -344.38 -42.8 -232.93
S 4.0 * 21.49 -0.6 * -3.09 -0.6 * -3.15 0.9 * 5.08
*Al and S mass units are in grams.
53
Table 8b: Summary Results, Camelina Sativa Mass-Balance, Soil 2
Parameter
Trial 1 Trial 2 Trial 3 Average
Mass
Balance,
mg unless
marked *
Percent
of input,
%
Mass
Balance,
mg unless
marked *
Percent
of input,
%
Mass
Balance,
mg unless
marked *
Percent
of input,
%
Mass
Balance,
mg unless
marked *
Percent
of input,
%
Al 10.0 * 5.98 61.0 * 37.70 61.0 * 36.71 44.0 * 26.46
As 181.5 40.64 301.3 67.43 301.3 67.44 261.3 58.50
Ba -634.5 -38.0 517.9 31.0 518.2 31.0 133.9 8.0
Cd -26.9 -275.04 -26.9 -275.15 -26.9 -275.00 -26.9 275.06
Cr -71.4 -31.82 41.1 18.33 41.2 18.36 3.6 1.62
Pb -118.3 -34.73 -91.9 -27.0 -89.8 -26.4 -100.0 -29.38
Hg 1.8 55.00 2.3 70.13 2.3 70.13 2.1 65.09
Se -6.1 -12.54 -134.3 -274.32 -134.2 -274.17 -91.6 -187.01
Ag -2.9 -14.62 -71.4 -364.40 -71.4 -364.58 -48.6 -247.87
S -2.7 * -32.68 -6.6 * -79.22 -6.6 * -78.8 -5.3 * -63.6
*Al and S mass units are in grams.
Table 8c: Summary Results, Camelina sativa, Mass-Balance, Soil 3
Parameter
Trial 1 Trial 2 Trial 3 Average
Mass
Balance,
mg unless
marked *
Percent
of input,
%
Mass
Balance,
mg unless
marked *
Percent
of input,
%
Mass
Balance,
mg unless
marked *
Percent
of input,
%
Mass
Balance,
mg unless
marked *
Percent
of input,
%
Al 124.0 * 45.16 82.0 * 34.68 82.0 * 34.68 96.0 * 38.17
As -92.1 -14.53 334.2 52.70 334.2 52.70 192.1 30.29
Ba -803.3 -45.45 370.6 21.0 370.6 21.0 -20.7 -1.15
Cd -30.4 -244.83 -30.4 -245.04 -30.4 -244.83 -30.4 -244.90
Cr -143.5 -73.63 -18.2 -9.35 -18.2 -9.34 -60.0 -30.77
Pb -51.4 -5.22 220.6 22.39 220.6 22.39 129.9 13.19
Hg -0.2 -4.76 3.2 70.66 3.2 70.67 2.1 45.52
Se -14.8 -30.96 -67.5 -46.32 -67.5 -46.32 -49.9 -41.20
Ag 2.1 8.33 -81.0 -315.00 -81.0 -315.00 -53.3 -207.22
S -45.8 * -87.70 -3.4 * -6.56 46.7 * 89.34 -0.8 * -1.64
*Al and S mass units are in grams.
54
Miscanthus giganteus:
Table 9a: Summary Results, Miscanthus giganteus, Mass-Balance, Soil 1
Parameter
Trial 1 Trial 2 Trial 3 Average
Mass
Balance,
mg unless
marked *
Percent
of input,
%
Mass
Balance,
mg unless
marked *
Percent
of input,
%
Mass
Balance,
mg unless
marked *
Percent
of input,
%
Mass
Balance,
mg unless
marked *
Percent
of input,
%
Al 0.118* 50.08 0.082* 34.69 0.082* 34.69 0.094 * 39.82
As -44.2 -16.80 -130.5 -49.70 -130.6 -49.70 -101.8 -38.73
Ba 78.4 4.15 35.6 1.88 35.95 1.90 49.9 2.64
Cd -23.1 -242.50 -23.2 -242.80 -23.2 -243.13 -23.2 -242.81
Cr 34.8 13.85 29.1 11.59 29.0 11.52 31.0 12.32
Pb -202.0 -12.84 117.3 7.45 117.1 7.44 10.8 0.68
Hg -1.5 -21.08 1.4 20.50 1.4 20.48 0.4 6.63
Se 2.0 3.98 -115.4 -241.65 -115.5 -242.00 -76.3 -159.89
Ag -1.9 -10.20 -63.3 -344.64 -63.4 -345.07 -42.9 -233.30
S 4.2 * 22.44 -0.6 * -3.24 -0.6 * -3.26 1.0 * 5.3
*Al and S mass units are in grams.
Table 9b: Summary Results, Miscanthus giganteus Mass-Balance, Soil 2
Parameter
Trial 1 Trial 2 Trial 3 Average
Mass
Balance,
mg unless
marked *
Percent
of input,
%
Mass
Balance,
mg unless
marked *
Percent
of input,
%
Mass
Balance,
mg unless
marked *
Percent
of input,
%
Mass
Balance,
mg unless
marked *
Percent
of input,
%
Al 0.031 * 18.29 0.061 * 36.71 0.061 * 36.71 0.051 * 30.57
As 206.0 46.11 301.2 67.41 301.2 67.41 269.5 60.31
Ba -1450.6 -86.82 517.8 31.0 517.6 31.0 -138.4 -8.27
Cd -27.0 -275.18 -27.0 -275.66 -27.0 -275.63 -27.0 -275.49
Cr -8.2 -3.65 40.9 18.22 40.9 18.23 24.5 10.93
Pb -112.2 -32.94 -92.1 -27.0 -90.1 -26.44 -98.1 -28.79
Hg 0.8 24.94 2.3 70.08 2.3 70.05 1.8 55.03
Se -57.9 -39.77 -134.6 -274.83 -134.5 -274.79 -109.0 196.46
Ag 0.8 3.99 -71.6 -365.41 -71.6 -365.37 -47.5 -242.26
S -0.6 * -7.53 -6.7 * -79.48 -6.7 * -79.37 -4.7 * -55.46
*Al and S mass units are in grams.
55
Table 9c: Summary Results, Miscanthus giganteus, Mass-Balance, Soil 3
Parameter
Trial 1 Trial 2 Trial 3 Average
Mass
Balance,
mg unless
marked *
Percent
of input,
%
Mass
Balance,
mg unless
marked *
Percent
of input,
%
Mass
Balance,
mg unless
marked *
Percent
of input,
%
Mass
Balance,
mg unless
marked *
Percent
of input,
%
Al 0.180* 65.78 0.192* 70.08 0.192* 70.08 0.188* 68.65
As -291.4 -45.95 333.9 52.67 334.0 52.67 125.5 19.80
Ba -1403.1 -79.4 370.0 20.9 370.1 20.95 -221.0 -12.52
Cd -30.4 -245.00 -30.5 -245.49 -30.5 -245.48 -30.5 -245.32
Cr -222.8 -114.30 -18.6 -9.55 -18.6 -9.55 -86.7 -44.5
Pb -306.3 -31.09 220.2 22.35 220.2 22.35 44.7 4.54
Hg -1.9 -42.90 3.2 70.47 3.2 70.64 1.5 32.74
Se -57.9 -39.77 -67.9 -46.61 -67.9 -46.60 -64.6 -44.34
Ag -0.04 -0.14 -81.2 -315.80 -81.2 -315.79 -54.1 -210.58
S -2.2 * -4.15 46.7 * 89.28 46.7 * 89.28 30.4 * 58.14
*Al and S mass units are in grams.
Panicum virgatum:
Table 10a: Summary Results, Panicum virgatum, Mass-Balance, Soil 1
Parameter Trial 1 Trial 2 Trial 3 Average
Mass
Balance,
mg unless
marked *
Percent
of input,
%
Mass
Balance,
mg unless
marked *
Percent
of input,
%
Mass
Balance,
mg unless
marked *
Percent
of input,
%
Mass
Balance,
mg unless
marked *
Percent
of input,
%
Al 0.076* 32.42 0.082* 34.69 0.082* 34.69 0.08* 34.6
As -49.6 -18.90 -130.4 -49.68 -130.4 -49.68 -103.5 -39.42
Ba 170.5 9.02 36.5 1.93 36.4 1.93 81.1 4.29
Cd -23.2 -242.50 -23.2 -242.68 -23.2 -242.69 -23.2 242.62
Cr 27.5 10.93 29.2 11.61 29.2 11.61 28.6 11.38
Pb -22.1 -1.40 117.3 7.46 117.3 7.46 70.8 4.51
Hg -0.2 -2.65 1.4 20.51 1.4 20.51 0.9 12.79
Se -1.9 -4.04 -115.3 -241.52 -115.3 -241.53 187.5 162.36
Ag -1.9 -10.20 -63.2 -344.48 -63.2 -344.49 42.7 -233.06
S 4.7 * 25.27 -0.6 * -3.18 -0.6 * -3.26 1.2 * 6.28
*Al and S mass units are in grams.
56
Table 10b: Summary Results, Panicum virgatum Mass-Balance, Soil 2
Parameter
Trial 1 Trial 2 Trial 3 Average
Mass
Balance,
mg unless
marked *
Percent
of input,
%
Mass
Balance,
mg unless
marked *
Percent
of input,
%
Mass
Balance,
mg unless
marked *
Percent
of input,
%
Mass
Balance,
mg unless
marked *
Percent
of input,
%
Al 0.048* 28.78 0.061* 36.71 0.061* 36.71 0.057* 34.07
As 206.0 46.11 301.2 67.42 301.2 67.41 269.5 60.31
Ba 287.5 17.21 518.0 31.00 518.0 31.00 441.2 26.40
Cd -26.9 -275.16 -27.0 -275.35 -27.0 -275.36 -27.0 -275.29
Cr 65.2 29.08 41.0 18.29 41.0 18.28 49.1 21.88
Pb -34.7 -10.19 -89.9 -26.40 -89.9 -26.40 -71.5 -21.00
Hg 1.3 38.70 2.3 70.10 2.3 70.10 2.0 59.63
Se -6.2 -12.66 -134.4 -274.52 -134.4 -274.53 -91.7 -187.23
Ag -2.9 -14.75 -71.6 -365.02 -71.5 -365.04 -48.7 -248.27
S -2.3 * -27.49 -6.7 * -79.33 -6.6 * -79.31 -5.2 * -62.04
*Al and S mass units are in grams.
Table 10c: Summary Results, Panicum virgatum, Mass-Balance, Soil 3
Parameter Trial 1 Trial 2 Trial 3 Average
Mass
Balance,
mg unless
marked *
Percent
of input,
%
Mass
Balance,
mg unless
marked
Percent
of input,
%
Mass
Balance,
mg unless
marked *
Percent
of input,
%
Mass
Balance,
mg unless
marked *
Percent
of input,
%
Al 0.186* 67.81 0.192* 70.08 0.192* 70.08 0.190* 69.32
As -141.43 -22.31 334.1 52.69 334.1 52.69 175.6 27.69
Ba -351.4 -19.89 370.2 20.95 370.3 20.95 129.7 7.34
Cd -30.4 -245.00 -30.5 -245.09 -30.5 -245.25 -30.5 -245.11
Cr -64.4 -33.05 -18.4 -9.42 -18.5 -9.48 -27.7 -17.32
Pb -542.0 -55.0 220.4 22.37 220.4 22.36 -33.7 -3.42
Hg 1.5 33.29 3.2 70.64 3.2 70.55 2.6 58.16
Se -90.1 -61.83 -67.6 -46.43 -67.7 -46.50 -75.1 -51.59
Ag -2.2 -8.49 -81.05 -315.31 -81.1 -315.52 -54.8 -213.11
S -0.6 * -11.53 46.7 * 89.26 -3.5 * -6.65 14.2 * 23.69
*Al and S mass units are in grams.
57
CHAPTER 4, INTERPRETATION OF RESULTS
Discussion of Plant Species
Discussion of Germination Results
Discussion of Growth Results
Discussion of Laboratory Results
Discussion of Mass-Balance Results
58
Discussion of Plant Species:
The plants that we selected to study were Camelina sativa, Miscanthus giganteus and
Panicum virgatum. Each of these species offers different characteristics that were useful in
reclaiming the marginal soils produced by mining operations. Camelina sativa displayed the
ability to germinate easily in the experimental conditions but had difficulty adapting to the harsh
soil environments. This could possibly be related to the low pH rather than the heavy metals
present. Miscanthus giganteus displayed the ability to grow well in each of the experimental
soils. This may be related to the deep root structures which could also inhibit erosion and/or the
chemical transport within the soil. Panicum virgatum displayed the ability to grow well in each
of the experimental soils. After the germination lag these plants grew very well. The delayed
germination could have been related to lower initial watering amounts. The consistent growth
patterns may be related to the dense root structures which would also inhibit erosion and/or the
chemical transport within the soil.
Discussion of Germination Results:
The results from the germination phase of this experiment offered some useful
information for the ability of each of the seeded species (Camelina sativa and Panicum
virgatum) to survive in the harsh experimental environments. The extremely low pH and high
concentration of heavy metals could be the main parameter causing inhibited germination. In
each of the trials there were instances where the percent germination for both species appeared to
be rather successful. In fact, the Panicum virgatum was extremely successful (at or near 100%)
after a sustained germination period under optimal conditions. The Camelina sativa specimens
had successful instances where there appeared to be very successful at first, only to taper out
59
after a few days. Camelina sativa appears to be very sensitive to adverse environmental
conditions.
Discussion of Growth Results:
The results from the growth phase of this experiment offered very good data to aid in the
determination of sustained survivability of each of the studied plant species. Each of the trials
offered similar results for the ability for each species to survive under experimental conditions.
It was recognized that the extremely low pH in the initial soil samples could impact successful
growth. The Miscanthus giganteus had the greatest success to the production of biomass over
time. In each of the first three experimental trials they showed consistently increasing growth
curve throughout the experimental time frames. The fourth such trial had instances where each
of the experimental specimens died off and the control grew at a steadily increasing curve, as
expected. These failures were most likely linked to the rhizome splitting process. This species
had the ability to adapt to each of the experimental and control soil types. One drawback with
using Miscanthus was the high demand for water. As the individual plants’ grew, larger amounts
of water were required to sustain the increased biomass. The Camelina sativa grew well in each
of the trials under experimental soil type #2 and the control. They did not do well in
experimental soil type #1 or soil type #3, where the young plants died off shortly after depleting
the post-emergent seed energy supply. This variety of Camelina sativa appeared to be intolerant
the harsh environments of each of these soil types. The Panicum virgatum specimens grew very
well under each of the soil types during each other experimental trials showing steady growth
throughout. These growth patterns were also continuously increasing growth curve, although to
a lesser degree than that of the Miscanthus giganteus specimens.
60
Discussion of Laboratory Results:
The results from the laboratory analysis portion of this experiment offered a great deal of
useful information. They offer the ability of each of the studied species to phytoextract heavy
metals from each of the experimental soil types. On the surface, the lab results offer a glance as
to what is present under each of the analytical parameters. The initial soil lab results offer a
starting point to show the initial concentrations for each of the parameters. Cadmium and silver
were not detected in any of the experimental soil types. Selenium was not detected in soils 1 or
2, but was detected in soil type 3. Aluminum, arsenic, barium, chromium, lead, mercury, and
sulfur offered responses above the detection limits of the inductively coupled plasma mass
spectrometry (ICP-MS) analyzer.
The analysis of the native plant tissue samples offered an additional experimental control.
Each of the parameters was below the detection limit of the analyzer, with the exception of
aluminum at locations 1 and 2, barium at each of the locations, and cadmium at location 1.
These concentrations were lower than the experimental analysis results, as expected.
The final soil lab analysis results give insight into the potential for phytoextraction.
Lower concentrations for each of the parameters would be expected after the experiment. This
was not always the case. The “grab” samples taken for analysis from each of the experimental
plant pots may have been taken from a different batch of soil than that of the initial soil samples.
There were many instances where the output was actually higher than the input. These instances
are as follows:
1. Aluminum: none
61
2. Arsenic: Camelina trial 1, soils 1, 2 and 3 and trials 2 and 3, soils 2 and 3; Miscanthus
trial 1, soil 3 and trials 2 and 3, soils 2 and 3; Panicum, trial 1, soils 1 and 3 and trials 2
and 3, soils 2 and 3.
3. Barium: Camelina trial 1, soils 1, 2 and 3; Miscanthus trial 1, soils 2 and 3; Panicum,
trial 1, soils 3.
4. Cadmium: All readings were non-detects (ND)
5. Chromium: Camelina trial 1, soils 1, 2 and 3; Miscanthus trial 1, soils 1, 2 and 3;
Panicum, trial 1, soils 1 and 3.
6. Lead: Camelina trial 1, soils 1, 2 and 3 and trial 2, soil 2; Miscanthus trial 1, soil 3 and
trial 2, soil 2; Panicum, trial 1, soils 1, 2 and 3 and trial 2, soil 2.
7. Mercury: Camelina trial 1, soil 3; Miscanthus trial 1, soils 1 and 3; Panicum, trial 1, soil
1.
8. Selenium: Camelina trial 1, soil 1; Miscanthus trial 1, soil 1; Panicum, trial 1, soil 3.
9. Silver: All readings were non-detects (ND)
10. Sulfur: Camelina trial 1, soils 2 and 3 and trials 2 and 3, soils 1, 2 and 3; Miscanthus trial
1, soil 2 and 3 and trials 2 and 3, soils 1, 2 and 3; Panicum, trial 1, soils 2 and 3 and trials
2 and 3, soils 1, 2 and 3.
At first glance, the presence of any of the chemicals in the plant tissues appears to
indicate phytoextraction. Throughout the three trials study there were instances where
aluminum, barium, chromium, lead, mercury and sulfur were detected in the plant tissues. Here
are the instances where these parameters were detected by the analyzer:
1. Aluminum: Camelina trial 1, soils 2 and control, trial 2, soils 1, 2 (2 magnitudes
higher) and control, and trial 3, soil 1; Miscanthus trial 1, soils 1, 2 and control;
62
Panicum trial 1, soils 1, 2, 3 (magnitude higher) and control, trial 2, soils 2 and 3, and
trial 2, soils 1 and 3. There were results that indicated a full magnitude higher than
controls.
2. Barium: Camelina trial 1, control, trial 2, soils 1 and 2 (magnitude higher), and trial
3, soil 1; Miscanthus trial 1, soils 1 and 2, trials 2 and 3, soils 1, 2 and 3; Panicum
trial 1, soils 1, 2 and 3, trials 2 and 3, soil 1. There were results that indicated a full
magnitude higher than controls.
3. Chromium: Panicum trial 1, soils 3 and control.
4. Lead: Panicum trial 2, soil 3.
5. Mercury: Panicum trial 2, soil 3.
6. Sulfur: All of the samples that were analyzed. Although the Camelina samples
indicated up to a full magnitude higher than the rest of the samples.
Taking these at face value offers an indication as to whether phytoextraction has taken
place. The lab results also offer the raw data necessary to extrapolate and interpret the
environmental impact through further calculation. They also allow for the identification of
instances of hyper-accumulation.
Discussion of Variability Discussion:
The results from the analyses for the variability between the experimental conditions,
soils and plant tissues offered great insight into the reaching conclusions for objective questions.
The statistical analysis of each data set is crucial in determining the significance of the laboratory
results for each parameter that was analyzed. The large standard deviations for most of the
results indicated that there is a great amount of variance between the laboratory results from soil
63
types and plant tissues and the mean values from each data set, respectively. Smaller standard
deviations indicate lower variability.
Discussion of Mass-Balance Results:
The results from the mass-balance calculations for each of the experiment conditions
offered an extrapolated view into scientific merit of this research. Assumptions were made in
order to realize the desired result outputs. These calculations offer a great amount of feedback
for future applications in this type of research. The goal is reach a net zero for mass (or energy)
input versus mass (or energy) output. There were some key missing details (leachate volume and
concentrations) and plant tissue masses, which were not measured during the experiment.
Approximations were made based on assumed values derived from literature yield numbers.
This gave us a rough estimate on the mass-volume throughput for each sample. The output
concentrations for a lot of the final soil lab analysis were higher than the input. This resulted in
negative (larger output than input) mass balance numbers. This could be related to the samples
being taken from a slightly different area for each geographical site at the EPCAMR property
holdings. The discrepancy may also be related to different calibrations when the samples were
analyzed with the ICP-MS instrument. Having results from two different laboratories could have
played a role.
There were some meaningful results though. The parameters that showed the most
promising results (closest to net zero) were those that had valid inputs for each of the mass
balance equation components. As a general rule they should be within close proximity to the net
zero value while having an acceptable percentage (± 10 %) of input value. This would include
the following trials for each heavy metal parameter:
1. Aluminum: Camelina trial 1, soil 2.
64
2. Arsenic: none
3. Cadmium: none
4. Barium: Camelina trial 2 and 3, soil 1; Miscanthus trial 1, 2 and 3, soil 1; and Panicum
trial 1, 2 and 3, soil 1.
5. Chromium: Camelina trials 2 and 3, soil 3; Miscanthus trial 1, soil 2 and trial 2 and 3,
soil 3; and Panicum Trials 2 and 3, soil 3.
6. Lead: Camelina trial 1, soil 3, and trials 2 and 3, soil 1; Miscanthus trials 2 and 3, soil 1;
and Panicum Trials 1, 2 and 3, soil 1.
7. Mercury: Camelina trial 1, soil 1 and 3 and Panicum Trial 1, soil 1.
8. Selenium: Camelina trial 1, soil 3; Miscanthus trial 1, soil 2; and Panicum trial 1, soil 1.
9. Silver: Camelina trial 1, soil 3; Miscanthus trial 1, soils 2 and 3; and Panicum trial 1, soil
3.
10. Sulfur: Camelina trial 2, soils 1 and 3 and trial 3, soil 1; Miscanthus trial 1, soils 2 and 3
and trials 2 and 3, soil 1; and Panicum trials 2 and 3, soil 1 and trial 3, soil 3.
Here are few lessons to be applied to the mass balance segment of this type of research:
1. The collection, measurement of volume and analysis of the leachate is one area that
would offer more accurate mass-balance approximations.
2. The planter pots should have been weighed at the beginning and end of the experiment to
offer experiment mass values.
3. The experimental soil quantities should be sufficient for the duration of the experiment.
This may offer more consistency for concentrations between trials.
66
In conclusion, this experiment provided an excellent opportunity to evaluate the
phytoremediation properties for each of the three biofuel crop plant species that were studied.
There were instances where each species offered pros and cons. It was recognized that the
ability for each of the species to survive in the experimental soils may have been related to the
low pH coupled with the elevated heavy metal concentrations. In order to scientifically develop
useful interpretations of the aforementioned results we hoped to answer five (5) questions
throughout this experiment.
Here are the answers to each of these questions:
1. Which of the three (3) biofuel crops we selected [Camelina sativa, Miscanthus
giganteus, or Panicum virgatum] has the ability to survive in the marginal soils
affected by mining operations?
Each of the selected plant species have some ability to adapt to some of the harsh
environmental present in the experimental soils we studied. The Camelina sativa
specimens had the most difficulty adjusting to the other than optimal growth conditions.
These specimens only thrived in the control and experimental soil from location # 2.
The Miscanthus giganteus was rather hardy and showed the most potential to adapt to
adverse soil conditions. In all of the trials, with the exception of the extra trial #4, these
specimens thrived and showed consistent growth patterns. They did require the most
water to sustain the massive biomass creation. The Panicum virgatum showed
consistent growth throughout the experiment. There was a lag time at the beginning
while the seeds were in germination phase, but following that lag they were rather
consistent over each of the trials.
67
2. Do any of the aforementioned species thrive in such conditions?
The Miscanthus giganteus showed the greatest ability to thrive in the
experimental soil types. One drawback for using this species is the high water demand.
The specimens even produced seeds over the longer experimental time in trials 2 – 4.
The seeding did not occur until after the growth period for this study was complete. The
Camelina sativa had the most difficulty, but did grow well in soil from location #2. The
specimens that survived did produce flowers and seeds very well over times. The seeds
even self-propagated to extend the survival in the pots from trial #1 that were kept alive
through the growth periods for trials 2 – 4. The Panicum virgatum offered great
stability throughout the study without a large water requirement.
3. Do any of these biofuel crops have the ability to Phytoremediate soils with high
concentrations of heavy metals?
There were instances of phytoextraction by each of the biofuel crops that were
selected for this research. Specific species showed differing levels of abilities to
phytoextract heavy metals from the soil. Certain specimens displayed a greater affinity
to remove specific parameters. The Camelina sativa displayed the ability to absorb each
of the following chemical parameters very well: aluminum (trial 1, soils 2; trial 2, soils
1 and 2; and trial 3, soil 1); barium (trial 2, soils 1 and 2 and trial 3, soil 1); and sulfur.
Miscanthus giganteus showed a lesser affinity to extract barium and sulfur in trials 2
and 3. Panicum virgatum displayed the ability to extract aluminum very well (trial 1,
soils 1, 2 and 3; trial 2, soils 2 and 3; and trial 3, soil 3), and barium, lead (trial 2, soil 3),
mercury (trial 2, soil 3) and sulfur to a lesser degree.
68
These behaviors could be attributed to the chemical and physical properties of
each parameter. Perhaps this could also be related to each chemical interaction at the
root zone, through the plant into the leaf tissues. There also appear to be a great deal of
variability in how well each plant species responded to the analytes individually.
Instances that appeared to be statistically significant were recognized in experimental
conditions. An example of such an interaction is the relationship where Barium
interacted with Camelina within the variance range of one standard deviation during
Trial 2. The graphs indicate numerous relationships such as this.
4. Do any of the aforementioned plant species behave as a hyper-accumulator of any
of the pollutants studied?
Yes, there appeared to be a number of situations that could be considered
instances of hyper-accumulation. For this study anything above one magnitude higher
than control is considered hyper-accumulation. This was determined strictly by
comparing concentration found in the experimental plant tissues versus those seen in the
control plant tissues. Camelina sativa appeared to possibly be a hyper-accumulator of
aluminum, barium in trial 2 and 3, soil 1, trial 2, soil 2, and sulfur in trial 3, soil 1.
Sulfur results for trials 1 and 2 are confusing due to the large amount found in the
control sample. Miscanthus giganteus appeared to possibly be a hyper-accumulator of
barium in trials 2 and 3 for each experimental soil type. Panicum virgatum appeared to
possibly be a hyper-accumulator of: aluminum in trial 2, soils 2 and 3, trial 3, soils 1 and
3 and barium in trials 2 and 3, soil 1; and lead for trial 2, soil 3. These considerations
are based on non-detects with zero concentrations.
69
There would be less incidence of hyper-accumulation recognized if the reported
detection limits (RDL) are considered. Sulfur was present at high concentration for the
majority of the samples. Only the very large sulfur concentration in Camelina sativa for
trial 2 soil 1 is being considered an instance of hyper-accumulation.
5. What is the feasibility of using any of these plant species to phytoremediate
contaminated soils and also as a source of energy following phytoextraction?
The feasibility for applying these crops to in-situ process would be very
challenging. The lands that would be selected for such applications would have to be of
sufficient grade to operate the agricultural machinery required to plant, maintain, and
harvest such crops. A lot of the lands that would be candidates for such research are
traditionally being treated with the passive limestone alkaline treatment and wetland
filtration systems with great success. In order to support the capital investment required
to farm these lands properly, an in-depth cost/benefit analysis would have to be
conducted prior to considering each specific situation.
70
BIBLIOGRAPHY
1. (2008). Green remediation—using sustainable environmental. Hazardous
Waste Consultant, 26(4), 1.1 - 1.5.
2. Adriano DC (2001) Trace elements in terrestrial environments. Biochemistry,
Alburry, Australia,pp 1–16
3. Anonymous. (2006). Phytoremediation for persistent organic pollutants.
Hazardous Waste Consultant, 24(1), 1 - 6.
4. Banuelos, G. S. (2005). Phyto-products may be essential for sustainability
and implementation of phytoremediation. Environmental Pollution, (144), 19-
23.
5. Caslin, B., Finnan, J., & Easson, L. (2010). Miscanthus best practice
guidelines. Teagasc and Agri-Food and Bioscience Institute, Retrieved from
http://www.afbini.gov.uk/miscanthus-best-practice-guidelines.pdf
6. Charles, D., Wasteworld. New Scientist, 1998, 157, 32.
7. Das P, Samantaray S, Rout GR (1997) Studies on cadmium toxicity in plants:
a review. Environ Pollut 98:29–36
8. Eger, P., Wetland treatment for trace metal removal from mine drainage: The
importance of aerobic and anaerobic processes. Water Sci. Technol., 1994, 29,
249 – 256.
9. Epa technology transfer network emission measurement center. (2014).
Retrieved from http://www.epa.gov/ttnemc01/tmethods.html
10. Faulkner, S.P., Richardson, C.J., 1989. Physical and chemical characteristics
of freshwater wetland soils. In: Hammer, D.A. (Ed.), Constructed Wetlands
for Wastewater Treatment. Lewis Publishers, Michigan, pp. 41–72.
11. Gerst, E. (2012). Photographic Images taken during experiment.
12. Glick, B. R. (2003). Phytoremediation: synergistic use of plants and. Elsevier,
21, 383-393.
13. Hallberg, K.B., Johnson, D.B., 2001. Biodiversity of acidophilic
microorganisms. Adv. Appl. Microbiol. 49, 37–84.
14. Hancock, F.D., 1973. Algal ecology of a stream polluted through gold mining
on the Witwatersrand. Hydrobiologia 43, 189–229.
15. Hattori, T., & Morita, S. (2010). Energy crops for sustainable bioethanol
production; which, where and how? Plant Production Science, 13(2010), 221
- 234.
16. Hedin, R.S., Nairn, R.W., Kleinmann, R.L.P., 1994. Passive treatment of
coalmine drainage. US Bureau of Mines Information Circular IC-9389
Pittsburg, PA.
17. Hegedüs A, Erdei S, Janda T, Toth E, Horvath G, Dubits D (2004)
Transgenic tobacco plants over producing alfafa aldose/aldehyde reductase
show higher tolerance to low temperature and cadmium stress. Plant Sci
166:1329–1333
18. Henry JR (2000) In an overview of phytoremediation of lead and mercury.
NNEMS Report Washington, pp 3–9
71
19. Hernandez, M.E., Mitsch, W.J., 2007. Denitrification potential and organic
matter as affected by vegetation community, wetland age, and plant
introduction in created wetlands. J. Environ. Qual. 36, 333–342.
20. Hutnik, R. J., & Hughes, H. G. (1990). Revegetation of abandoned mine
lands in Pennsylvania with containerized seedlings and soil amendments 1.
Retrieved from
http://wvmdtaskforce.com/proceedings/90/90HUT/90HUT.HTM
21. Jensen, K., Ellis, P., Menard, J., English, B., Clark, C., & Walsh, M. (2005).
Tennessee farmers' views of producing switchgrass for energy. Bio-Based
Energy Analysis Group, Department of Agricultural Economics, University of
Tennessee, Retrieved from Http://BEAG.AG.UTK.EDU
22. Johnson, D. B., & Hallberg, K. B. (2005). Acid mine drainage remediation
options: a review. Science of the Total Environment, 338(2005), 2-14.
23. Johnson, S.L. and Wright, A.H., Mine void water resource issues in Western
Australia, Water and Rivers Commission, 2003.
24. Klapper, H., Friese, K., Scharf, B., Schimmele, M. and Schultze, M. Ways of
controlling acid by ecotechnology. In Acidic Mining Lakes, edited by W.
Geller, H. Klapper and W. Salomons, pp. 401 – 416, 1998 (Springer: Berlin).
25. Kolbash, R.L., Romanoski, T.L., 1989. Windsor coal company wetland: an
overview. In: Hammer, D.A. (Ed.), Constructed Wetlands for Wastewater
Treatment. Lewis Publishers, Michigan.
26. Kuipers, J.R., Water treatment as a mitigation. Southwest Hydrol.,
September/October 2002, 18 – 19.
27. Markert B (1993) Plants as Biomonitors-Indicators of Heavy Metals in the
Terrestrial Environment VCH Publishers, Germany, p 644
28. McCullough, C. D. (2008). Approaches to remediation of acid mine drainage
water in pit lakes. International journal of mining, reclamation and
environment, 22(2), 105-119. Retrieved from
http://dx.doi.org/10.1080/17480930701350127
29. Memon, A. R., & Schroder, P. (2009). Implications of metal accumulation
mechanisms. Enviro Sci Pollut Res, (16), 162-175.
30. Misra SG, Mani D (1991) Soil pollution. Ashish Publishing House, 8/81
31. Mitsch, W.J. and Wise, K.M., Water quality, fate of metals, and predictive
model validation of a constructed wetland treating acid mine drainage. Water
Res., 1998, 32, 1888 – 1900.
32. Mudd, G.M., One Australian perspective on sustainable mining: declining ore
grades and increasing waste volumes, in Proceedings of the 11th
International Conference on Tailings and Mine Waste ’04, pp. 359 – 369,
2004 (Taylor & Francis).
33. Nelson, R.W., Criteria and procedures to maximize the quality and value of
wetlands constructed at surface mines. Int. J. Ecol. Environ. Sci., 1991, 1, 77
– 90.
34. Nguyen, X., Proposing guidelines for mine closure in Western Australia, in
Proceedings of the Goldfields Environmental Management Group Workshop
on Environmental Management 2006, 24 – 26 May 2006, Kalgoorlie,
Australia, pp. 12.
72
35. NSF, Research experiences for undergraduates (reu). (2013). Retrieved from
http://www.nsf.gov/pubs/2013/nsf13542/nsf13542.htm
36. Pilon-Smits, E. (2005). Phytoremediation. Annual Review Plant Biology,
2005(56), 15-39. doi: 10.1146/annurev.arplant.56.032604.144214
37. Pinto AP, Mota AM, de Varennes A, Pinto FC (2004) Influence of organic
matter on the uptake of cadmium, zinc, copper and iron by sorghum plants.
Sci Tot Environ 326:239–247
38. Prasad MNV (2008) Trace Elements as Contaminants and Nutrients:
Consequences in Ecosystems and Human Health. Wiley, New York
39. Ramamurthy, A. S., & Memarian, R. (2011). Phytoremediation of mixed soil
contaminants. Water Air Soil Pollution, 2012(223), 511-518. doi:
10.1007/s11270-011-0878-6
40. Rivetta A, Negrini N, Cocucci M (1997) Involvement of Ca2+- calmodulin in
Cd2+ toxicity during the early phases of radish (Raphanus sativus L.) seed
germination. Plant Cell Environ 20: 600–608
41. Robinson, M. (2012). Photographic Images taken during experiment.
42. Salt, D. E., Smith, R. D., & Raskin, I. (1998). Phytoremediation. Annual
Review Plant Physiological Plant Molecular Biology, (49), 643 - 668. Doi:
1040-2519/98/0601-0643$08.00
43. Shah, F. U. R., Ahmad, N., Masood, K. R., Peralta-Videa, J. R., & Ahmad, F.
U. D. (2010). Plant adaptation and phytoremediation. Springer Dordrecht
Heidelberg London New York.
44. Sharma DC, Chaterjee C, Sharma CP (1995) Chromium accumulation and its
effects on wheat (Triticum aestivum L. cv. DH220) metabolism. Plant Sci
111:145–151
45. Seminers. (1997, June 4). Part 5: chemical specific parameters. Retrieved
from http://www.epa.gov/superfund/health/conmedia/soil/pdfs/part_5.pdf
46. Shi, G., & Cai, Q. (2009). Cadmium tolerance and accumulation in eight
potential energy crops. Elsevier, 27(2009), 555-561. Retrieved from
www.elsevier.com/ locate/biotechadv
47. Shukla OP, Dubey S, Rai UN (2007) preferential accumulation of cadmium
and chromium: Toxicity in Bacopa monnieri L. under mixed metal
treatments. B Environ Contam Toxicol 78:252–257
48. Somerville, C. (2007). Biofuels. Current Biology, 17(4), R115-R119.
49. U.S.E.P.A, Office of Solid Waste and Emergency Response. (2008). Green
remediation: Best management practices for excavation and surface
restoration. (EPA 542-F-08-012). Retrieved from website:
http://www.epa.gov/tio/download/remed/gr_quick_ref_fs_exc_rest.pdf
50. Vakulabharanam, V. (2010). Camelina. Agriculture Crops, Saskatchewan
Agriculture, [email protected].
51. Vrfolomeev, S. D., Efremenko, E. N., & Krylova, L. P. (2010). Biofuels.
Russian Chemical Reviews, 79(6), 491-509. doi: DOI
10.1070/RC2010v079n06ABEH004138
52. Wang, Z., Dunn, J., & Wang, M. (2012). Greet model miscanthus parameter
development. Center for Transportation Research, Argonne National
Laboratory.
73
53. White, R. A., Freeman, C., & Kang, H. (2011). Plant-derived phenolic
compound impair the remediation of acid mine drainage using treatment
wetlands. Ecological engineering, 37(2011), 172-175. doi:
10.1016/j.ecoleng.2010.08.008
54. Wittkop, B., Snowdon, R. J., & Fried, W. (2009). Status and perspectives of
breeding for enhanced quality of oilseed crops for Europe. Euphytica,
170(2009), 131-140. doi: DOI 10.1007/s10681-009-9940-5
55. Wong, J. (2004). Phytoremediation of contaminated soils. Journal of Natural
Resources and Life Sciences Education, 2004(33), 51-53.
56. Zhang GP, Fukami M, Sekimoto H (2002) Influence of cadmium on mineral
concentration and yield components in wheat genotypes differing in Cd
tolerance at seedling stage. Field Crop Res 4079:1–7
57. Zhang, Y., Yu, L., Yung, K., Lueng, D. Y. C., Sun, F., & Boon, L. L. (2012).
Over-expression of atpap2 in Camelina sativa leads o faster growth and
higher seed yield. . Biotechnology for Biofuels, 5(19), Retrieved from
http://www.biotechnologyforbiofuels.com/content/5/1/19
58. Zubr, J. (2002). Qualitative variation of Camelina sativa seed from different
locations. Industrial Crops and Products, 17(2003), 161-169.
75
MASTER’S APPROVAL PAGE
Name of Student_Edward Albert Gerst________________ Penn State ID ___9 4615 3076______________
Email address(s)[email protected] or [email protected] ______________________________
I hereby certify that I have obtained the necessary permission for copyrighted material
included in my thesis and choose that the document be placed in the eTD archives with the
following status:
X 1. OPEN ACCESS — Allows free worldwide access to the entire work beginning immediately after degree conferral. Appropriate for the majority of thesis submissions in immediately fulfilling the requirement for making
the work available to
the public.
___ 2. RESTRICTED (PENN STATE ONLY)* — Access restricted to individuals having a valid Penn State
Access Account, for a period of two years. Allows restricted access of the entire work beginning immediately after
degree conferral. At the end of the two-year period, the status will automatically change to Open Access. Intended
for use by authors in cases where prior public release of the work may compromise its acceptance for publication
____ 3. RESTRICTED — Restricts the entire work for a period of two years, for patent and/or proprietary purposes. At the end of the two-year period, the status will automatically change to Open Access. Selection of this
option requires that an invention disclosure (ID) be filed with the Office of Technology Management (OTM) prior to
submission of the final thesis and confirmed by OTM and Office of Theses and Dissertations.
Confirmed _________________
__________________________________________________ _____________________________
Signature of Student Date
FACULTY APPROVAL
(a minimum of three signatures required, including dept. head or chair of graduate program)
We accept and approve the thesis of the student named above and agree to distribution as indicated.
Signature _____________________________________________________ Date_____________________
Print name here: Dr. Sairam V. Rudrabhatla___________________________________________________
Signature _____________________________________________________ Date_____________________
Print name here Dr. Shirley E. Clark _________________________________________________________
Signature _____________________________________________________ Date_____________________
Print name here: Dr. Shobha Devi Potlakayala__________________________________________________
Signature _____________________________________________________ Date_____________________
Print name here: Mr. Gregory Shuler, PG_____________________________________________________
Signature _____________________________________________________ Date_____________________
Print name here: Mrs. Alison Shuler_________________________________________________________
Department Head or Chair of Graduate Program
Signature _____________________________________________________ Date_____________________
Print name here: Dr. Thomas Eberlein________________________________________________________
*Requests for a two-year extension can be made by contacting the Office of Theses and Dissertations
([email protected]) 30 days prior to the expiration of the restriction.
77
Spreadsheet of Daily Growth Records:
Daily Record Keeping
Scientist's
initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum Additional remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
EG 12-Jun 7.2 7.2 7.2 7.2 0 0 0 0 0 0 0 0
Highest Shoots recorded
0 0 0 0 0 0 0 0
# of germinated
seeds
Additional Observations No recognized changes from the initial planting. The Miscanthus shoots are green.
Daily Record Keeping
Scientist's
initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Additional
remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
MR/EG
13-
Jun 10.8 15.2 11.8 14.2 N/A N/A N/A N/A N/A N/A N/A N/A
Highest Shoots
recorded
6.8 6.8 7.3 7.5 N/A N/A N/A N/A N/A N/A N/A N/A
Lowest Shoots with
growth
9a,
5d
7a,
5d 5a 11 N/A N/A N/A N/A N/A N/A N/A N/A
# of buds (a = alive &
d =dead )
N/A N/A N/A N/A N/A N/A N/A N/A N/A N/A N/A N/A
Watering Volumes in
ml.
Additional
Observations Pictures taken by MR. (To be taken approximately every week or as needed.)
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum Additional remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
MR/EG 14-Jun 13.1 17.0 13.5 17.3 N/A N/A N/A N/A N/A N/A N/A N/A
Highest Shoots recorded
MR/EG 6.3 6.8 7.8 12.4 0.7 1.8 1.0 1.6 N/A N/A N/A N/A
Lowest Shoots with growth
MR/EG 9a, 5d
7a, 5d 5a 11 28 73 43 95 0 0 1 0
# of buds (a = alive & d = dead )
MR/EG 0 0 0 0 0 0 0 300 250 250 250 250
Additional Observations 18/
78
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Additional
remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
MR/TB 15-Jun 16.0 20.2 16.2 21.0 1.1 3.1 1.6 3.2 0.0 0.0 0.0 0.0
Highest Shoots recorded
10.0 10.6 N/A 11.3 N/A N/A N/A N/A N/A N/A N/A N/A Lowest Shoots with growth
Not recorded
# of
buds/Germination
N/A N/A N/A N/A N/A N/A N/A N/A N/A N/A N/A N/A
Watering Volumes
in ml.
Additional Observations The change in germination rate was not recorded, to be recorded weekly.(eg)
Daily Record Keeping
MR/TB 16-Jun 500 500 500 500 500 500 500 500 500 500 500 500
Watering Volumes in ml.
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum Additional remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
TB/MR/EG 18-Jun 20.3 27.5 21.8 25.8 1.4 4.2 2.2 5.3 2.0 2.0 2.1 1.1
Highest Shoots recorded
11.0 10.5 16.1 11.8 N/A N/A N/A N/A N/A N/A N/A N/A
Lowest Shoots
with growth
N/A N/A N/A N/A N/A N/A N/A N/A 100+ 100+ 100+ 100+ # of germinated seeds
500 500 500 500 500 500 500 500 500 500 500 500 Watering Volumes in ml.
Additional
Observations EG
• When watering each of the species in soil type 2 the water ran out of into the overflow tray. Perhaps this is due to the soil composition. • Miscanthus giganteus
o All soil types appear to be doing well. • Camelina Sativa o Soil type 1 is struggling to survive post germination.
o Soil type 2 and control are doing well. o Soil type 3 is struggling to survive post germination. • Switchgrass
o All soil types appear to being doing well.
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum Additional remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
MR/TB/EG 20-Jun 28.8 35.8 28.2 32.1 1.4 5.3 2.0 7.0 3.3 3.5 2.9 3.9
Highest
Shoots recorded
9.1 13.0 15.7 9.0 N/A N/A N/A N/A N/A N/A N/A N/A
Lowest
Shoots with growth
250 250 250 250 250 250 250 250 250 250 250 250
Watering
Volumes in ml.
Additional Observations EG
Water ran through soil type 2 for Camelina and Switchgrass. All species and soil types are doing well except for Camelina Sativa soil type 1 and 3.
79
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum Additional remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
MR/TB 22-Jun 37.0 50.2 35.4 43.2 1.4 4.9 2.0 6.7 5.1 5.9 5.0 5.8
Highest Shoots recorded
7.8 8.5 12.3 8.2 N/A N/A N/A N/A N/A N/A N/A N/A
Lowest Shoots with
growth
250 250 250 250 250 250 250 250 250 250 250 250
Watering Volumes
in ml.
Additional
Observations Nothing Recorded.
Daily Record Keeping
Scientist's
initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum Additional remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
MR/TB 25-Jun 48.9 59.0 45.6 50.3 1.4 7.0 1.9 9.3 6.8 6.0 7.1 10.0
Highest Shoots recorded
7.0 8.3 8.8 8.8 N/A N/A N/A N/A N/A N/A N/A N/A
Lowest Shoots
with growth
250 250 250 250 250 250 250 250 250 250 250 250
Watering
Volumes in ml.
Additional Observations Nothing recorded.
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum Additional remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
EG 27-Jun 51.0 64.5 51.8 56.5 1.4 7.6 3.0 12.8 8.8 10.8 9.8 14.3
Highest Shoots recorded
7.0 6.8 7.3 7.8 N/A N/A N/A N/A N/A N/A N/A N/A
Lowest Shoots with
growth
250 250 250 250 250 250 250 250 250 250 250 250
Watering Volumes
in ml.
Additional
Observations EG
The species Camelina Sativa in soil types 1 and 3 have very low survival rate. They are struggling very
badly. All other samples appear to be thriving with excellent growth.
80
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum Additional remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
MR/TB 29-Jun 52.7 74.1 58.0 67.0 1.0 9.0 3.1 13.4 11.8 13.6 11.0 16.0
Highest Shoots recorded
5.2 5.5 9.2 8.5 N/A N/A N/A N/A N/A N/A N/A N/A
Lowest Shoots with
growth
250 250 250 250 250 250 250 250 250 250 250 250
Watering Volumes
in ml.
Additional observations Nothing recorded.
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum Additional remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
MR/TB 2-Jul 64.3 85.2 67.1 80.4 1.3 11.0 3.1 18.0 17.0 17.6 14.9 20.4
Highest
Shoots recorded
7.5 6.1 12.5 9.5 N/A N/A N/A N/A N/A N/A N/A N/A
Lowest Shoots with
growth
250 250 250 250 250 250 250 250 250 250 250 250
Watering Volumes
in ml.
Additional observations Nothing recorded.
Daily Record Keeping
Scientist's
initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum Additional remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
MR/TB 3-Jul
Nothing recorded.
Highest Shoots recorded
Lowest Shoots
with growth
250 250 250 250 250 250 250 250 250 250 250 250
Watering
Volumes in ml.
Additional
observations Nothing recorded.
81
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum Additional remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
MR/TB 4-Jul 67.0 91.5 68.9 83.3 1.1 14.6 3.1 23.2 18.0 20.7 18.1 22.5
Highest
Shoots recorded
7.0 6.5 9.3 8.6 N/A N/A N/A N/A N/A N/A N/A N/A
Lowest
Shoots with growth
250 250 250 250 250 250 250 250 250 250 250 250
Watering Volumes in ml.
Additional observations Nothing recorded.
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Additional
remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
MR/TB 7-Jul
81.7 94.3 71.1 94.4 1.2 16.0 2.0 25.1 27.5 22.8 20.6 27.0 Highest Shoots
recorded
7.4 10.8 12.8 9.2 N/A N/A N/A N/A N/A N/A N/A N/A
Lowest Shoots
with growth
Not watered. Growing well.
Watering Volumes in ml.
Additional observations Nothing recorded.
Daily Record Keeping
Scientist's
initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum Additional remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
MR/TB 9-Jul 85.0 98.0 76.0 99.7 1.0 23.1 21.1
? 29.4 29.8 17.1 22.5 29.2
Highest Shoots recorded
8.0 12.0 12.6 9.6 N/A N/A N/A N/A N/A N/A N/A N/A
Lowest Shoots
with growth
Not watered. Growing well.
Watering
Volumes in ml.
Additional observations
Nothing recorded. Upon data entry, recognized discrepancy with Camelina results for Soil types 1 and 3?
These do not appear to be accurate results? Perhaps transcribed from another soil type? Looks like Cam1 and SG 1 were switched. And Cam2 should be 2.1?
82
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum Additional remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
MR/TB 11-Jul
86.1 105.9 77.3 101.0 1.0 21.5 2.9 30.5 30.9 24.3 22.5 37.4 Highest Shoots recorded
7.5 15.2 12.0 9.2 N/A N/A N/A N/A N/A N/A N/A N/A
Lowest Shoots with
growth
500 500 500 500 500 500 500 500 500 500 500 500
Watering Volumes
in ml.
Additional observations Nothing recorded.
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum Additional remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
MR/TB 13-Jul
90.1 107.9 79.3 103.6 1.0 23.2 1.4 34.5 32.8 29.7 26.5 42.8
Highest
Shoots recorded
8.2 16.0 12.5 9.3 N/A N/A N/A N/A N/A N/A N/A N/A
Lowest
Shoots with growth
500 500 500 500 500 500 500 500 500 500 500 500 Watering Volumes in ml.
Additional observations Nothing recorded.
Daily Record Keeping
MR/TB 15-Jul 250 250 250 250 250 250 250 250 250 250 250 250
Watering Volumes
in ml.
83
Daily Record Keeping
Scientist's
initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum Additional remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
MR/TB/EG 16-Jul 93.0 116.0 85.2 111.3 1.4 25.4 4.3 32.5 35.5 32.6 32.3 45.7
Highest Shoots recorded
10.5 16.2 16.8 2.2 N/A N/A N/A N/A N/A N/A N/A N/A
Lowest Shoots with
growth
250 250 250 250 250 250 250 250 250 250 250 250
Watering
Volumes in ml.
Additional
observations. EG Took pictures.
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum Additional remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
EG 20-Jul
No measurements taken, cuttings taken for sampling.
Highest
Shoots recorded
Lowest
Shoots with growth
250 250 250 250 250 250 250 250 250 250 250 250
Watering Volumes in ml.
Additional observations. EG Took pictures and took samples for plant tissue analysis
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum Additional remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
TB 23-Jul
47.6 57.8 49.3 83.8 0.0 21.8 0.0 54.4 16.8 22.8 20.6 51.3
Highest
Shoots recorded
2.8 27.8 16.9 4.3
Lowest
Shoots with growth
500 500 500 500 500 500 500 500 500 500 500 500 Watering Volumes in ml.
Additional observations Nothing recorded.
84
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum Additional remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
TB/MR 25-Jul
49.0 52.6 58.5 93.1 0.0 22.1 0.0 54.5 19.0 23.0 22.1 54.0
Highest
Shoots recorded
Lowest Shoots with
growth
500 500 500 500 500 500 500 500 500 500 500 500 Watering Volumes
in ml.
Additional observations Nothing recorded.
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Additional
remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
EG
30-
Jul
64.9 82.3 62.7 115.0 0.0 25.1 0.0 45.8 26.5 26.8 30.3 65.9 Highest Shoots
recorded
13.0 26.0 16.5 11.0
Lowest
Shoots with growth
250 250 250 250 250 250 250 250 250 250 250 250 Watering Volumes in ml.
Additional observations Miscanthus giganteus samples have black spots on leaves.
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Additional
remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
EG 1-
Aug 71.5 88.2 72.5 115.5 0.0 26.3 0.0 62.3 33.5 29.5 31.3 67.8
Highest
Shoots recorded
15.2 26.3 27.3 12.5
Lowest
Shoots with growth
250 250 250 250 250 250 250 250 250 250 250 250 Watering Volumes in ml.
Additional observations Nothing recorded. CamCon appears to have numbers reversed changed from 26.3 to 62.3. 4/13/13 eg
85
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Additional
remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
EG
5-
Aug
86.9 94.9 86.7 135.5 0.0 30.3 0.0 63.5 41.5 37.8 36.6 72.4 Highest Shoots
recorded
15.4 27.4 27.3 12.4
Lowest Shoots
with growth
250 250 250 250 0 250 0 250 250 250 250 250
Watering
Volumes in ml.
Additional observations Camelina Sativa 2 and control flowering.
Daily Record Keeping
Scientist's
initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum Additional remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
MR 7-
Aug
Highest Shoots recorded
Lowest Shoots with
growth
500 500 500 500 500 500 500 500 500 500 500 500
Watering
Volumes in ml.
Additional
observations Nothing recorded.
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Additional
remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
MR
8-
Aug
91.7 105.8 97.6 141.4 0.0 23.6 0.0 65.0 43.4 46.3 34.0 72.6 Highest Shoots
recorded
Lowest
Shoots with growth
500 500 500 500 500 500 500 500 500 500 500 500 Watering Volumes in ml.
Additional observations Nothing recorded.
86
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum Additional remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
EG 9-Aug
Highest Shoots recorded
`
Lowest Shoots with
growth
500 500 500 500 500 500 500 500 500 500 500 500 Watering Volumes
in ml.
Additional observations Nothing recorded.
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Additional
remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
EG 10-Aug
97.5 122.1 102.9 151.3 0.0 35.3 0.0 68.9 48.3 48.5 50.3 72.5 Highest Shoots
recorded
16.5 2.7 35.2 10.3
Lowest Shoots
with growth
Watering
Volumes in ml.
Additional observations Nothing recorded.
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Additional
remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
EG 13-Aug
92.0 117.5 122.3 151.3 0.0 24.4 0.0 72.3 50.9 51.7 51.9 72.0 Highest Shoots
recorded
Lowest Shoots
with growth
500 500 500 500 500 500 500 500 500 500 500 500
Watering
Volumes in ml.
Additional observations Camelina Sativa control has lots of seeds.
87
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum Additional remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
EG 15-Aug
103.4 118.8 118.3 152.3 0.0 0.0 0.0 74.3 52.3 52.1 52.7 73.4
Highest
Shoots recorded
Lowest Shoots with
growth
Watering Volumes
in ml.
Additional observations Water ran through for M2 and M3, Ccon, SG1, 2, 3. Ccon has new flowers. Ccon 2 fragile.
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Additional
remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
EG
19-
Aug
107.5 129.1 120.7 154.1 0.0 0.0 0.0 76.4 53.3 54.8 52.3 72.9 Highest Shoots
recorded
Lowest
Shoots with growth
Watering Volumes in ml.
Additional observations Ccon seeds harvested, lady bugs recognized on plants.
Daily Record Keeping
Scientist's
initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Additional
remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
EG
22-
Aug
112.4 133.7 123.2 152.9 0.0 0.0 0.0 75.7 52.5 51.7 52.1 72.7 Highest Shoots
recorded
Lowest Shoots
with growth
500 500 500 500 500 500 500 1000 500 500 500 500
Watering
Volumes in ml.
Additional
observations Ccon drying out. Given more water. Sgcon yellow. Pruned dried dead sections off.
88
Daily Record Keeping
Scientist's initials
Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum Additional remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
EG 24-Aug
116.
0
134.
6
126.
0
153.
1 0.0 0.0 0.0 76.7 54.0 54.2 52.5 73.7
Highest
Shoots recorded
Lowest
Shoots with growth
1000 1000 1000 1000 1000
1000
1000
1000
1000
1000
1000
1000
Watering Volumes in ml.
Additional observations Water ran through on everything watered except the Ccon. Harvested seeds for Ccon.
Daily Record Keeping
Scientist's initials
Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum Additional remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
EG 26-Aug
117.1
136.1
127.8
153.3
0.0 0.0 0.0 41.5 52.8 53.5 54.3 65.2
Highest
Shoots recorded
Lowest Shoots with
growth
Watering Volumes
in ml.
Additional observations Nothing recorded.
Daily Record Keeping
Scientist's initials
Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Additiona
l remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
EG
27-
Aug
Highest Shoots
recorded
Lowest Shoots
with growth
Watering Volumes in ml.
Additional observations All good, moist soil. No measurements taken.
89
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum Additional remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
EG 28-Aug
120.2 137.1 129.2 154.0 0.0 0.0 0.0 41.5 53.8 55.0 55.0 66.8
Highest
Shoots recorded
Lowest
Shoots with growth
500 500 500 1000 500 500 500 1000 500 500 500 1000 Watering Volumes in ml.
Additional observations Nothing recorded.
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum Additional remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
EG 30-Aug
120.3 136.5 131.3 154.0 0.0 0.0 0.0 43.3 53.4 55.0 55.1 71.8
Highest
Shoots recorded
Lowest Shoots with
growth
500 500 500 500 500 500 500 500 500 500 500 500 Watering Volumes
in ml.
Additional observations Nothing recorded.
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum Additional remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
EG 2-
Sep
Highest
Shoots recorded
Lowest
Shoots with growth
1000 1000 1000 1000 0 0 0 1000 1000 1000 1000 1000 Watering Volumes in ml.
Additional observations Nothing recorded.
90
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum Additional remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
EG 4-
Sep 125.1 140.9 136.4 153.4 0.0 0.0 0.0 43.2 51.7 54.3 55.7 73.4
Highest Shoots recorded
Lowest Shoots with
growth
1000 1000 1000 2000 0 0 0 1000 1000 1000 1000 1000 Watering Volumes
in ml.
Additional observations Nothing recorded.
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum Additional remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
EG 4-
Sep 122.7 139.2 134.9 152.3 0.0 0.0 0.0 43.2 51.7 54.3 55.7 73.4
Highest
Shoots recorded
Lowest
Shoots with growth
1000 1000 1000 1000 0 0 0 500 500 500 500 500 Watering Volumes in ml.
Additional observations
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum Additional remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
EG 6-
Sep 125.1 140.9 136.4 153.4 0.0 0.0 0.0 43.2 53.3 53.2 60.1 76.7
Highest Shoots recorded
Lowest Shoots with
growth
1000 1000 1000 1000 0 0 0 500 500 500 500 1000 Watering Volumes
in ml.
Additional observations Ccon. Dying off, pruned back for new growth. (for seeds naturally replant)
91
Daily Record Keeping
Scientist's
initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum Additional remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
EG 9-Sep 127.1 141.1 139.5 156.5 0.0 0.0 0.0 41.5 52.8 53.5 54.3 65.2
Highest Shoots recorded
Lowest Shoots with
growth
1000 1000 1000 2000 0 0 0 500 500 500 500 500
Watering
Volumes in ml.
Additional
observations Ccon. Seeds self-germinated. Prepped soil for trials (2,3,& 4)
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum Additional remarks
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
EG 12-Sep
129.1 143.1 136.7 152.4 0.0 0.0 0.0 51.7 52.7 54.7 64.1 79.3
Highest
Shoots recorded
Lowest Shoots with
growth
1000 1000 1000 2000 0 0 0 1000 1000 1000 1000 1000 Watering Volumes
in ml.
Additional observations Took plant tissue samples from leaves, roots along with final soil samples. Held in deep freeze.
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
Highest
Shoots recorded
EG
14-
Sep 76.4 84.1 72.5 124.3 0.0 0.0 0.0 32.4 30.2 37.5 30.1 60.3
Trial 1
10.0 10.0 10.0 10.0
100 seeds placed in each sample pot.
Trial 2
10.0 10.0 10.0 10.0 Trial 3
10.0 10.0 10.0 10.0 Trial 4
1000 1000 1000 2000 0 0 0 1000 1000 1000 1000 1000
Trial 1 Watering
Volumes in ml.
100 100 100 100 100 100 100 100 100 100 100 100
Trial 2,
3, &4 watering in ml.
Additional observations
Post cut measurement reading. Trial 1 complete for study. Kept alive for breeding and future study through trials 2, 3, & 4. Pots for Trials 2, 3, & 4 prepped and ready for planting. 100 seeds planted in each of the Camelina Sativa and Switchgrass pots.
92
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
Highest Shoots recorded
EG 16-Sep
Trial 1
Trial 2
Trial 3
Trial 4
1000 1000 1000 2000 0 0 0 1000 1000 1000 1000 1000
Watering
Volumes in ml.
100 100 100 100 100 100 100 100 100 100 100 100
Trial 2,
3, &4 watering in ml.
Additional observations No visible change for newly planted samples.
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
Highest
Shoots recorded
EG
16-
Sep 80.7 83.6 73.2 126.1 0.0 0.0 0.0 34.0 21.5 38.5 30.7 60.1
Trial 1
Trial 2
Trial 3
Trial 4
Watering Volumes
in ml.
Additional observations Old growth dead in Ccon. Reseeded specimens are thriving. Sgcon. Mostly cut back.
Daily Record Keeping
Scientist's
initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
Highest Shoots
recorded
EG 18-Sep
84.9 87.6 76.7 127.8 0.0 0.0 0.0 8.8 25.7 39.4 30.3 59.3 Trial 1
10.3 10.6 10.3 11.5 0.0 37.0 4.0 53.0 0.0 0.0 0.0 0.0 Trial 2
10.3 10.3 10.0 11.3 0.0 52.0 2.0 38.0 0.0 0.0 0.0 0.0 Trial 3
11.1 10.5 10.2 11.9 0.0 55.0 10.0 82.0 0.0 0.0 0.0 0.0 Trial 4
1000 1000 1000 1000 0 0 0 1000 1000 1000 1000 1000
Trial 1 watering volumes
in ml.
250 250 250 250 250 250 250 250 250 250 250 250
Trial 2, 3, &4
watering volumes in ml.
Additional observations Placed catch pans for watering. Numbers for new samples indicated # of germinated seeds.
93
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
Highest Shoots recorded
EG 21-Sept
89.6 90.7 79.3 125.5 0.0 0.0 0.0 7.2 25.5 38.7 29.8 60.5 Trial 1
10.8 10.9 10.5 11.3 6.0 59.0 12.0 83.0 0.0 0.0 0.0 11.0 Trial 2
10.3 10.5 9.0 11.7 4.0 68.0 21.0 45.0 0.0 0.0 0.0 13.0 Trial 3
10.8 10.1 10.2 11.9 4.0 73.0 36.0 3.0cm 0.0 0.0 0.0 3.0 Trial 4
1000 1000 1000 1000 0 0 0 1000 1000 1000 1000 1000
Trial 1 watering volumes
in ml.
500 500 500 500 500 500 500 500 500 500 500 500
Trial 2, 3, &4
watering volumes in ml.
Additional observations Steve Hans watered while I was attending to my wife and birth of Korynn on 9/23/12 :-)
Daily Record Keeping
Scientist's initials
Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
Highest Shoots recorde
d
EG 1-
Oct 108.
5 108.
1 98.1
122.5
0.0 0.0 0.0 16.5 32.4 42.3 46.1 62.1 Trial 1
11.1 10.5 10.5 11.5 14#
6.8/73#
8# 5.3/34
# 45# 78# 31# 13.3
Trial 2
10.3 10.7 9.5 11.7 15
#
5.8/62
#
15
#
6.8/90
# 15# 53# 52# 12.3
Trial 3
10.8 10.8 10.6 11.5 4# 6.4/58 17#
9.5/95#
10# 82# 43# 9.8 Trial 4
1000 1000 100
0 1000 0 0 0 1000
100
0
100
0
100
0
100
0
Trial 1 watering
volumes in ml.
500 500 500 500 500
500 500
500 500 500 500 500
Trial 2,
3, &4 watering volumes
in ml.
Additional observations # sign indicates the number of germinated seeds.
94
Daily Record Keeping
Scientist's initials
Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
Highest Shoots recorde
d
EG 3-
Oct 111.
3 110.
9 103.
1 125.
9 0.0 0.0 0.0 11.8
33.2
45.8 46.3 54.3 Trial 1
11.1 10.8 10.7 12.1 28#
6.3/71#
14#
7.3/31# 20# 5.3/48
# 39# 5.3/38#
Trial 2
10.6 10.2 10.5 12.1 39#
6.5/82#
15#
7.1/95# 42# 5.3/32
# 5.1/27
# 10.3/48
# Trial 3
10.6 9.8 10.3 11.3 19
#
6.8/93
#
12
#
10.1/100
# 51# 5.8/51 42#
14.6/51
# Trial 4
Not needed still moist
Trial 1 waterin
g volumes in ml.
500 500 500 500 50
0 500
50
0 500 500 500 500 500
Trial 2, 3, &4 waterin
g volumes in ml.
Additional observations C3 had withering past seed emergence.
Daily Record Keeping
Scientist's initials
Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
Highest Shoots recorde
d
EG 8-
Oct 120.
3 117.
3 113.
2 135.
7 0.0 0.0 0.0 16.1 37.8 50.6 50.1 55.0
Trial 1
10.3 11.6 10.6 11.6 20#
7.3 0.0 8.8 4.4/25
# 8.2/52
# 4.2/27
# 17.1
Trial 2
10.3 10.4 11.1 11.8 25#
7.1 0.0 9.1 4.1/45
# 6.8/40
# 4.9/31
# 16.2
Trial 3
11.2 9.9 10.3 11.8 15
# 7.8 4# 10.2
4.5/62
#
8.2/61
#
5.1/39
# 14.3
Trial 4
1000 1000 1000 2000 0 0 0 100
0 1000 1000 1000
100
0
Trial 1 watering
volumes in ml.
100 100 100 100 100
100
100
100 100 100 100 100
Trial 2,
3, &4 watering volumes
in ml.
Additional observations
95
Daily Record Keeping
Scientist's
initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
Highest Shoots
recorded
EG 11-Oct
121.2
121.1
117.3
137.3
0.0 0.0 0.0 17.1 40.1 44.9 50.5 43.4 Trial 1
10.9 11.7 10.4 11.8 10# 7.5 5# 10.3 4.5 11.6 5.1 21.4 Trial 2
11.1 10.9 11.1 12.2 18# 7.3 0.0 9.2 5.1 7.4 5.3 18.3 Trial 3
11.2 10.1 11.1 11.4 12# 8.4 0.0 10.2 6.4 11.3 6.2 15.4 Trial 4
1000 1000 1000 1000 0 0 0 1000 1000 1000 1000 1000
Trial 1 watering volumes
in ml.
500 500 500 500 500 500 500 500 500 500 500 500
Trial 2, 3,
&4 watering volumes in ml.
Additional observations
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
Highest
Shoots recorded
EG
15-
Oct
123.
3
124.
2
121.
5
142.
4 0.0 0.0 0.0
26.
2
39.
1
46.
1
50.
1 50.8
Trial 1
10.7 11.7 13.5 12.2 12# 7.3 0.0 18.3
6.1 17.3
6.8 31.9 Trial 2
10.9 13.2 10.8 11.8 3.8/16
# 9.8 0.0
21.7
8.1 10.2
7.4 21.6 Trial 3
11.4 10.4 10.8 20.1 15# 12.3
3# 23.4
8.4 16.3
8.1 21.1 Trial 4
500 500 500 500 500 500 500
500 500 500 500 500
Watering
all trials volumes in ml.
Additional observations Did not water Camelina trial soils 1, 2 & 3, they are dead and will be removed from the experiment.
96
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
Highest Shoots recorded
EG 18-Oct
125.7 122.6 126.8 143.7 0.0 0.0 0.0 26.7 39.1 47.2 56.5 54.5 Trial 1
10.8 11.9 18.3 11.8 8# 9.1 0.0 21.5 6.3 18.7 7.2 33.5 Trial 2
10.7 18.2 10.7 18.3 13# 10.8 0.0 22.7 8.4 12.3 10.2 26.2 Trial 3
11.5 10.4 10.9 29.7 13# 12.5 3# 25.9 9.3 18.2 9.1 23.6 Trial 4
500 500 500 500 500 500 500 500 500 500 500 500
Watering all trials volumes
in ml.
Additional observations
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
Highest Shoots recorded
EG 22-Oct
125.2 123.2 134.9 145.3 0.0 0.0 0.0 29.2 42.3 48.6 58.7 45.7 Trial 1
16.1 12.4 23.8 16.2 7# 10.1 0.0 28.7 7.9 19.6 8.7 40.8 Trial 2
10.9 23.1 10.8 25.1 4.3/12# 12.1 0.0 25.4 9.8 13.3 14.6 31.8 Trial 3
11.2 10.4 11.2 34.9 11# 10.3 3# 28.3 10.8 18.8 10.5 18.8 Trial 4
500 500 500 500 500 500 500 500 500 500 500 500
Watering
all trials volumes in ml.
Additional observations
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
Highest Shoots recorded
EG 26-Oct
124.9 126.5 140.3 145.3 0.0 0.0 0.0 38.2 43.9 49.2 59.6 53.9 Trial 1
25.2 18.9 31.3 30.5 2# 7.2 0.0 35.7 10.7 20.1 10.2 46.1 Trial 2
10.4 31.9 16.8 37.2 4.0/10# 13.1 0.0 31.6 11.2 16.4 13.4 39.2 Trial 3
11.3 10.9 10.1 31.7 13# 0.0 3# 32.1 15.6 18.2 13.1 19.6 Trial 4
500 500 500 500 500 500 500 500 500 500 500 500
Watering
all trials volumes in ml.
Additional observations MT4S2, M43S3, CT2S2, CT4S2, dead or dying; Ccont trial 1, 3 &4 flowering recognized.
97
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
Highest Shoots recorded
EG 29-Oct
127.1 128.4 141.5 145.4 0.0 0.0 0.0 41.7 42.2 48.5 59.5 45.3 Trial 1
32.7 22.3 35.7 35.7 0.0 6.1 0.0 39.9 11.2 19.5 11.5 49.5 Trial 2
10.7 36.8 23.1 42.4 4.5/11# 13.4 0.0 39.1 18.1 16.5 16.1 40.8 Trial 3
11.2 10.7 11.1 50.2 4.1/10# 0.0 1# 33.5 16.2 19.3 12.5 20.5 Trial 4
500 500 500 500 500 500 500 500 500 500 500 500
Watering
all trials volumes in ml.
Additional observations
Daily Record Keeping
Scientist's
initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
Highest Shoots
recorded
EG 3-
Nov 126.1 132.7 144.6 146.1 0.0 0.0 0.0 53.1 45.1 52.3 61.1 39.2
Trial 1
40.2 30.9 40.6 45.7 0.0 3# 0.0 46.4 12.1 24.2 13.4 57.3 Trial 2
10.6 42.3 33.5 48.2 8.1/8# 13.8 0.0 46.8 11.2 19.6 16.5 42.4 Trial 3
11.3 10.5 10.2 60.1 5.2/15# 0.0 0.0 35.1 19.5 23.6 14.3 19.4 Trial 4
500 500 500 500 500 500 500 500 500 500 500 500
Watering all trials volumes
in ml.
Additional observations
Daily Record Keeping
Scientist's
initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
Highest Shoots
recorded
EG
6-
Nov 128.8 133.1 144.3 146.5 0.0 0.0 0.0 59.3 43.6 54.3 62.8 34.2
Trial 1
41.8 35.9 43.1 50.2 0.0 0.0 0.0 50.8 12.5 28.5 15.1 57.9 Trial 2
9.1 42.5 39.4 56.1 10.1 17.3 0.0 50.1 12.4 17.8 16.3 42.5 Trial 3
12.1 11.2 10.2 66.1 8.9 0.0 0.0 26.1 19.7 25.9 15.3 19.3 Trial 4
500 500 500 500 500 500 500 500 500 500 500 500
Watering all trials volumes
in ml.
Additional
observations
98
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
Highest Shoots recorded
EG 9-
Nov
Trial 1
Trial 2
Trial 3
Trial 4
500 500 500 500 500 500 500
500 500 500 500 500
Watering
all trials volumes in ml.
Additional observations Watered only.
Daily Record Keeping
Scientist's
initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
Highest
Shoots recorded
EG
12-
Nov
130.
6
132.
9
148.
7
151.
1 0.0 0.0 0.0
56.
5
47.
1
56.
5
61.
6 35.1
Trial 1
49.8 39.3 43.8 53.9 0.0 0.0 0.0 54.6
17.5
32.3
13.3
59.4 Trial 2
17.6 52.2 51.8 62.5 15.1/4# 23.5
0.0 52.3
17.5
18.2
15.1
52.9 Trial 3
11.5 10.5 10.5 71.2 15.2/6# 0.0 0.0 42.
1
21.
8
28.
4
19.
6 19.2
Trial 4
500 500 500 500 500 500 500
500 500 500 500 500
Watering
all trials volumes in ml.
Additional observations
Daily Record Keeping
Scientist's
initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
Highest Shoots
recorded
EG 15-Nov Trial 1
Trial 2
Trial 3
Trial 4
500 500 500 500 500 500 50
0 500 500 500 500 500
Watering all trials
volumes in ml.
Additional
observations Watered only.
99
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
Highest Shoots recorded
EG 18-Nov
130.8 135.2 149.3 151.1 0.0 0.0 0.0 58.3 48.3 56.8 61.5 37.5 Trial 1
65.3 48.5 44.6 53.5 0.0 0.0 0.0 57.4 20.4 33.1 16.2 62.1 Trial 2
28.4 57.8 54.8 67.8 23.2 26.3 0.0 48.5 18.5 20.1 23.5 55.3 Trial 3
10.4 10.6 10.3 78.9 21.3 0.0 0.0 26.4 25.2 34.1 18.5 24.3 Trial 4
500 500 500 500 500 500 500 500 500 500 500 500
Watering
all trials volumes in ml.
Additional observations
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
Highest
Shoots recorded
EG
20-
Nov
Trial 1
Trial 2
Trial 3
Trial 4
500 500 500 500 500 500 500 500 500 500 500 500
Watering all trials
volumes in ml.
Additional
observations Watered only.
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
Highest Shoots recorded
EG 26-Nov
135.2 136.5 150.5 154.1 0.0 0.0 0.0 57.5 48.1 56.1 62.3 36.1 Trial 1
70.9 49.3 54.1 54.2 0.0 0.0 0.0 61.5 24.1 43.8 14.2 68.7 Trial 2
39.7 50.7 65.1 73.7 35.2 21.5 0.0 58.3 20.3 26.2 25.1 64.5 Trial 3
10.4 0.0 0.0 80.1 31.1 0.0 0.0 27.5 29.3 39.2 21.1 18.9 Trial 4
500 500 500 500 500 500 500 500 500 500 500 500
Watering
all trials volumes in ml.
Additional observations
100
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
Highest Shoots recorded
EG 30-Nov
Trial 1
Trial 2
Trial 3
Trial 4
500 500 500 500 500 500 500 500 500 500 500 500
Watering
all trials volumes in ml.
Additional observations Watered only.
Daily Record Keeping
Scientist's
initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
Highest Shoots
recorded
EG 3-Dec 127.9 139.1 150.3 154.4 0.0 0.0 0.0 59.4 48.5 57.1 60.9 35.8 Trial 1
78.8 60.7 44.7 53.7 0.0 0.0 0.0 65.4 26.6 48.1 17.8 74.2 Trial 2
50.2 57.8 65.2 75.4 37.8 29.4 0.0 59.1 27.1 26.5 27.3 70.2 Trial 3
0.0 0.0 0.0 79.4 32.5 0.0 0.0 27.3 29.7 43.5 22.1 22.1 Trial 4
500 500 500 500 500 500 500 500 500 500 500 500
Watering all trials
volumes in ml.
Additional
observations
Observe 1 thriving camelina w/ switchgrass in SGT3cont (volunteer?) growing very well. Perhaps the
added support of switchgrass?
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
Highest Shoots recorded
EG 5-Dec 130.7 137.5 153.5 153.1 0.0 0.0 0.0 40.5 48.2 57.2 60.9 36.0 Trial 1
78.9 61.0 44.3 52.5 0.0 0.0 0.0 66.2 30.5 48.9 18.1 74.7 Trial 2
54.9 58.5 66.1 84.0 38.1 30.9 0.0 60.1 31.1 31.6 29.2 71.5* Trial 3
0.0 0.0 0.0 79.9 35.2 0.0 0.0 28.1 27.9 42.7 21.9 25.3 Trial 4
500 500 500 500 500 500 500 500 500 500 500 500
Watering all trials volumes
in ml.
Additional observations *SG also supporting a volunteer Camelina at 87.0 cm
101
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
Highest Shoots recorded
EG 10-Dec
Trial 1
Trial 2
Trial 3
Trial 4
500 500 500 500 500 500 500 500 500 500 500 500
Watering
all trials volumes in ml.
Additional observations Watered only.
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
Highest
Shoots recorded
EG
11-
Dec 128.9 138.2 152.4 156.6 0.0 0.0 0.0 63.4 49.1 47.8 60.7 35.7
Trial 1
79.2 64.9 49.7 54.5 0.0 0.0 0.0 62.9 36.1 51.7 19.8 74.8 Trial 2
68.8 59.9 68.9 87.4 48.1 35.2 0.0 46.8 27.9 36.5 28.4 72.7 Trial 3
0.0 0.0 0.0 80.8 42.5 0.0 0.0 23.8 33.9 50.7 23.4 28.7 Trial 4
500 500 500 500 500 500 500 500 500 500 500 500
Watering all trials
volumes in ml.
Additional observations
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
Highest Shoots recorded
EG 16-Dec
Trial 1
Trial 2
Trial 3
Trial 4
500 500 500 500 500 500 500 500 500 500 500 500
Watering
all trials volumes in ml.
Additional observations Watered only.
102
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
Highest Shoots recorded
EG 20-Dec
142.8 131.2 165.2 153.5 0.0 0.0 0.0 40.3 52.6 54.5 61.3 35.1 Trial 1
80.1 69.5 52.1 54.5 0.0 0.0 0.0 63.5 45.0 63.1 19.5 75.5 Trial 2
73.5 60.5 74.3 99.8 37.5 34.3 0.0 55.3 40.1 59.5 31.5 75.5 Trial 3
0.0 0.0 0.0 81.3 28.3 0.0 0.0 21.5 39.1 47.0 25.8 29.5 Trial 4
500 500 500 500 500 500 500 500 500 500 500 500
Watering
all trials volumes in ml.
Additional observations Soil and tissue samples to be taken in the next few days.
Daily Record Keeping
Scientist's
initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
Highest
Shoots recorded
EG
23-
Dec
Trial 1
Trial 2
Trial 3
Trial 4
500 500 500 500 500 500 500 500 500 500 500 500
Watering all trials
volumes in ml.
Additional
observations Watered only.
Daily Record Keeping
Scientist's
initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
Highest Shoots
recorded
EG
27-
Dec
Trial 1
Trial 2
Trial 3
Trial 4
500 500 500 500 500 500 500 500 500 500 500 500
Watering all trials volumes
in ml.
Additional
observations Watered only.
103
Daily Record Keeping
Scientist's initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
Highest Shoots recorded
EG 31-Dec
168.5 136.0 185.9 152.3 0.0 0.0 0.0 8.5 48.2 56.2 61.8 29.6 Trial 1
80.6 79.1 60.3 52.8 0.0 0.0 0.0 64.7 51.3 67.1 27.1 77.3 Trial 2
87.4 67.1 76.5 112.8 36.1 30.3 0.0 24.5 46.9 52.1 33.5 75.3 Trial 3
0.0 0.0 0.0 78.8 30.2 0.0 0.0 59.1 48.1 63.2 30.8 17.5 Trial 4
500 500 500 500 500 500 500 500 500 500 500 500
Watering
all trials volumes in ml.
Additional observations
Soil and tissue samples were taken from all applicable trials for Miscanthus and Camelina samples and held in deep freeze for analysis.
Daily Record Keeping
Scientist's
initials Date All Measurements are in cm
Species #NAME? Camelina Sativa Switchgrass
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
Highest Shoots
recorded
EG 1-Jan Trial 1
Trial 2
Trial 3
Trial 4
500 500 500 500 500 500 500 500 500 500 500 500
Watering all trials volumes
in ml.
Additional
observations
Soil and tissue samples were taken from all applicable trials for Switchgrass samples and held in deep
freeze for analysis.
Daily Record Keeping
Scientist's
initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
Highest Shoots
recorded
EG 5-Jan Trial 1
Trial 2
Trial 3
Trial 4
500 500 500 500 500 500 500 500 500 500 500 500
Watering all trials
volumes in ml.
Additional
observations Watered only.
104
Daily Record Keeping
Scientist's
initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina Sativa Switchgrass
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
Highest Shoots
recorded
EG 10-Jan
Trial 1
Trial 2
Trial 3
Trial 4
500 500 500 500 500 500 500 500 500 500 500 500
Watering all trials volumes
in ml.
Additional
observations Watered only.
Daily Record Keeping
Scientist's
initials Date All Measurements are in cm
Species Miscanthus giganteus Camelina sativa Pancium virgatum
Sample # = 1 2 3 C 1 2 3 C 1 2 3 C
Highest
Shoots recorded
EG
14-
Jan
Trial 1
Trial 2
Trial 3
Trial 4
500 500 500 500 500 500 500 500 500 500 500 500
Watering all trials
volumes in ml.
Additional
observations Watered only.
124
Appendix C, LABORATORY RESULTS
Initial Soil Sample Results
Initial Native Plant Tissue Sample Results
Final Soil and Plant Tissue Sample Results for Trial 1
Final Soil and Plant Tissue Sample Results for Trials 2 – 4
188
Appendix D, Calculations
Percent Germination Calculations
Mass-Volume Calculations
Approximate plant tissue mass calculations
Mass-Balance Calculations
189
Calculation Results:
Percent Germination Calculations:
[(Total Number of seeds sewn) - (Number of germinated seeds)] / (Total number seeds sewn) =
(Number of non-germinated seeds)
[1 - (Number of non-germinated seeds)] * 100% = % Germination
(Nssewn – Nsgerminated) / (Nssewn) = Nsnon-germinated
(1 - Nsnon-germinated) * 100 % = % Germination
Mass-Volume Calculations:
Soil mass calculations:
Approximate density of the soils:
Soil 1 (sandy) ρSoil1 = 1800 kg/m3
Soil 2 (gravel) ρSoil1 = 2000 kg/m3
Soil 3 (clay) ρSoil1 = 2100 kg/m3
Msoil1 = 0.0102 m3 * 1800 kg/m
3 = 18.36 kg
Msoil2 = 0.0102 m3 * 2000 kg/m
3 = 20.40 kg
Msoil3 = 0.0102 m3 * 2100 kg/m
3 = 21.42 kg
Vsoil = 3 gallons * ( 3.785 liters/gallon) * (1 m3 / 1000 L) * (0.90) = 0.0102 m
3
190
Approximate plant tissue mass calculations:
Growth Areaplant = Areapot
Dpot = 10 in * (1 ft / 12 in) * (1 m / 3.281 ft) =
0.254 m
Areapot = (πD2) / 4
(π (0.254)2 ) / 4 =
0.051 m2
Trial 1, length of growth
Θgrowth-1 = 38 days * ( 1 year / 365 days) =
0.104 year
Trials 2 – 4, length of growth
Θgrowth-2-4 = 108 days * ( 1 year / 365 days) =
0.296 year
Mplants = Growth rateplants * (Growth Areaplants) * ( Growth Timeplants)
Camelina sativa:
MCamelina-1 = 2134.5 kg/ha/year (averaged from 1638, 3106, 1987, 3320, 1096, 1660
kg/ha) (Vakulabharanam, 2010)
2134.5 kg/ha/yr * (1 ha /10,000 m2 ) ( 0.051 m
2 ) (0.104) =
0.0011 kg
MCamelina-2 = 2134.5 kg/ha/yr * (1 ha /10,000 m2 ) ( 0.051 m
2) (0.295 year) =
0.0032 kg
MCamelina-3 = 2134.5 kg/ha/yr * (1 ha /10,000 m2 ) ( 0.051 m
2 ) (0.295 year) =
0.0032 kg
191
Miscanthus giganteus:
Mplants = 8.2 metric ton/acre/year (averaged from 6.6 and 9.8 dry ton/acre/year)
(Wang et al., 2013)
MMiscanthus-1 = 8.2 t/acre/year * (1000 kg / 1 metric ton) (1 acre / 4046.863 m2) (0.051 m
2)
(0.104 year) =
0.011 kg
MMiscanthus-2 = 8.2 t/acre/year * (1000 kg / 1 metric ton) (1 acre / 4046.863 m2) (0.051 m
2)
(0.295 year) =
0.030 kg
MMiscanthus-3 = 8.2 t/acre/year * (1000 kg / 1 metric ton) (1 acre / 4046.863 m2) (0.051 m
2)
(0.295 year) =
0.030 kg
Panicum virgatum:
Mplants = 6 metric tons/acre/year (Jensen et al., 2005)
MPanicum-1 = 6.0 t/acre/year * (1000 kg / 1 metric ton) (1 acre / 4046.863 m2) (0.051 m
2)
(0.104 year) =
0.008 kg
MPanicum-2 = 6.0 t/acre/year * (1000 kg / 1 metric ton) (1 acre / 4046.863 m2) (0.051 m
2)
(0.295 year) =
0.022 kg
MPanicum-3 = 6.0 t/acre/year * (1000 kg / 1 metric ton) (1 acre / 4046.863 m2) (0.051 m
2)
(0.295 year) =
0.022 kg
192
Mass-Balance Calculations:
Aluminum
Total Massin = Total Massout
Total [(Concentrationin)*(Volumein )] = Total [(Concentrationout)*(Volumeout)]
Σi [Soil(CinVin ρsoil) ] = Σo [Soil(CoutVout ρsoil )] + Plant Tissue(Mout)]
Approximate density of the soils:
Soil 1 (sandy) ρSoil1 = 1800 kg/m3
Soil 2 (gravel) ρSoil1 = 2000 kg/m3
Soil 3 (silty) ρSoil1 = 2100 kg/m3
Trial 1
Camelina sativa
Soil 1: [(12,800 mg/kg dry * (0.0102 m3) * (1800 kg/m
3)] = Σ [((5840 mg/kg dry) *
(0.0102 m3) * (1800 kg/m
3)) + (0.00 mg/kg dry * 0.0011 kg)] =
= 0.128 kg or 127.79 g
Soil 2: [(8,200 mg/kg dry * (0.0102 m3) * (2000 kg/m
3)] = Σ[((7710 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + (146 mg/kg dry * 0.0011 kg)] =
= 0.010 kg or 10.00 g
Soil 3: [(12,800 mg/kg dry) * (0.0102 m3) *(2100 kg/m
3)] = Σ[((7020 mg/kg dry) *
(0.0102 m3) * (2100 kg/m
3)) + (0.00 mg/kg dry * 0.0011kg)] =
= 0.124 kg or 123.81 g
Miscanthus giganteous
Soil 1: [(12,800 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((6390 mg/kg dry) *
(0.0102 m3) * (1800 kg/m
3)) + (0.00 mg/kg dry * 0.011 kg)] =
= 0.118 kg or 117.69 g
Soil 2 [(8,200 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((6700 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) (<33.1 mg/kg dry * 0.011 kg)] =
= 0.031 kg or 30.60 g
193
Soil 3: [(12,800 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((4380 mg/kg dry ) *
(0.0102 m3) * (2100 kg/m
3)) + (34.1 mg/kg dry * 0.011 kg)] =
= 0.180 kg or 180.36 g
Panicum virgatum
Soil 1: [(12,800 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((8650 mg/kg dry) ) *
(0.0102 m3) * (1800 kg/m
3)) (1220 mg/kg dry * 0.008 kg)] =
= 0.076 kg or 76.18 g
Soil 2: [(8,200 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((5840 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + (173 mg/kg dry * 0.008 kg)] =
= 0.048 kg or 48.14 g
Soil 3: [(12,800 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((4120 mg/kg dry ) *
(0.0102 m3) * (2100 kg/m
3)) + (807 mg/kg dry * 0.008 kg)] =
= 0.186 kg or 185.92 g
Trial 2
Camelina sativa
Soil 1: [(12,800 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((8360 mg/kg dry) ) *
(0.0102 m3) * (1800 kg/m
3)) + (2800 mg/kg dry * 0.0032 kg)] =
= 0.082 kg or 81.52 g
Soil 2: [(8,200 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((5190 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + (3790 mg/kg dry * 0.0032kg)] =
= 0.061 kg or 61.39 g
Soil 3: [(12,800 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((3830 mg/kg dry ) *
(0.0102 m3) * (2100 kg/m
3)) + (0.00 mg/kg dry * 0.0032 kg)] =
= 0.192 kg or 192.14 g
Miscanthus giganteous
Soil 1: [(12,800 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((8360 mg/kg dry) ) *
(0.0102 m3) * (1800 kg/m
3)) + (<15.7 mg/kg dry * 0.030 kg)] =
= 0.082 kg or 81.52 g
Soil 2: [(8,200 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((5190 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + (<21.7 mg/kg dry * 0.030 kg)] =
= 0.061 kg or 61.40 g
194
Soil 3: [(12,800 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((3830 mg/kg dry ) *
(0.0102 m3) * (2100 kg/m
3)) + (<27.4 mg/kg dry * 0.030 kg)] =
= 0.192 kg or 192.14 g
Panicum virgatum
Soil 1: [(12,800 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((8360 mg/kg dry) ) *
(0.0102 m3) * (1800 kg/m
3)) + (<16.0 mg/kg dry * 0.022 kg)] =
= 0.082 kg or 81.52 g
Soil 2: [(8,200 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((5190 mg/kg ) * (0.0102
m3) * (2000 kg/m
3)) + (27.7 mg/kg dry * 0.022kg)] =
= 0.061 kg or 61.40 g
Soil 3: [(12,800 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((3830 mg/kg dry ) *
(0.0102 m3) * (2100 kg/m
3)) + (741 mg/kg dry * 0.022kg)] =
= 0.192 kg or 192.12 g
Trial 3
Camelina sativa
Soil 1: [(12,800 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((8360 mg/kg dry) ) *
(0.0102 m3) * (1800 kg/m
3)) + (1860 mg/kg dry * 0.0032kg)] =
= 0.082 kg or 81.51 g
Soil 2: [(8,200 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((5190 mg/kg dry ) *
(0.0102 m3) * (2000 kg/m
3)) + (0.00 mg/kg dry * 0.0032 kg)] =
= 0.061 kg or 61.40 g
Soil 3: [(12,800 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((3830 mg/kg dry ) *
(0.0102 m3) * (2100 kg/m
3)) + (0.00 mg/kg dry * 0.0032 kg)] =
= 0.192 kg or 192.14 g
Miscanthus giganteous
Soil 1: [(12,800 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((8360 mg/kg dry) ) *
(0.0102 m3) * (1800 kg/m
3)) + (<26.1 mg/kg dry * 0.030 kg)] =
= 0.082 kg or 81.52 g
195
Soil 2: [(8,200 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((5190 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + (<20.5 mg/kg dry * 0.030 kg)] =
= 0.061 kg or 61.40 g
Soil 3: [(12,800 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((3830 mg/kg dry ) *
(0.0102 m3) * (2100 kg/m
3)) + (<27.1 mg/kg dry * 0.030 kg)] =
= 0.192 kg or 192.13 g
Panicum virgatum
Soil 1: [(12,800 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((8360 mg/kg dry) ) *
(0.0102 m3) * (1800 kg/m
3)) + (57.7 mg/kg dry * 0.022 kg)] =
= 0.082 kg or 81.52 g
Soil 2: [(8,200 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((5190 mg/kg dry) ) *
(0.0102 m3) * (2000 kg/m
3)) + (<16.2 mg/kg dry * 0.022 kg)] =
= 0.061 kg or 61.40 g
Soil 3: [(12,800 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((3830 mg/kg dry ) *
(0.0102 m3) * (2100 kg/m
3)) + (293 mg/kg dry * 0.022 kg)] =
= 0.192 kg or 192.13 g
196
Trial
Aluminum
MassIn Massout Total
Mass Balance, excess
positive, g
Percent of input
Cin Vin ρin Total in
Soil Cout
Soil Vout
ρout Plant tissue Cout
Plant tissue Mout
Total Out
T1S1 Camelina
12800 0.0102 1800 235.0 5840 0.0102 1800 0 0.0011 107.222 127.786 54.38
T1S2 Camelina
8200 0.0102 2000 167.3 7710 0.0102 2000 146 0.0011 157.284 9.996 5.98
T1S3 Camelina
12800 0.0102 2100 274.2 7020 0.0102 2100 0 0.0011 150.368 123.808 45.16
T1S1 Miscanthus
12800 0.0102 1800 235.0 6390 0.0102 1800 33.7 0.011 117.321 117.687 50.08
T1S2 Miscanthus
8200 0.0102 2000 167.3 6700 0.0102 2000 33.1 0.011 136.680 30.600 18.29
T1S3 Miscanthus
12800 0.0102 2100 274.2 4380 0.0102 2100 34.1 0.011 93.820 180.356 65.78
T1S1 Panicum
12800 0.0102 1800 235.0 8650 0.0102 1800 1220 0.008 158.824 76.184 32.42
T1S2 Panicum
8200 0.0102 2000 167.3 5840 0.0102 2000 173 0.008 119.137 48.143 28.78
T1S3 Panicum
12800 0.0102 2100 274.2 4120 0.0102 2100 807 0.008 88.257 185.919 67.81
T2S1 Camelina
12800 0.0102 1800 235.0 8360 0.0102 1800 2800 0.0032 153.499 81.509 34.68
T2S2 Camelina
8200 0.0102 2000 167.3 5190 0.0102 2000 3790 0.0032 105.888 61.392 36.70
T2S3 Camelina
12800 0.0102 2100 274.2 3830 0.0102 2100 0 0.0032 82.039 192.137 70.08
T2S1 Miscanthus
12800 0.0102 1800 235.0 8360 0.0102 1800 15.7 0.03 153.490 81.518 34.69
T2S2 Miscanthus
8200 0.0102 2000 167.3 5190 0.0102 2000 21.7 0.03 105.877 61.403 36.71
T2S3 Miscanthus
12800 0.0102 2100 274.2 3830 0.0102 2100 27.4 0.03 82.039 192.137 70.08
T2S1 Panicum
12800 0.0102 1800 235.0 8360 0.0102 1800 16 0.022 153.490 81.518 34.69
T2S2 Panicum
8200 0.0102 2000 167.3 5190 0.0102 2000 27.7 0.022 105.877 61.403 36.71
T2S3 Panicum
12800 0.0102 2100 274.2 3830 0.0102 2100 741 0.022 82.055 192.121 70.07
T3S1 Camelina
12800 0.0102 1800 235.0 8360 0.0102 1800 1860 0.0032 153.496 81.512 34.68
T3S2 Camelina
8200 0.0102 2000 167.3 5190 0.0102 2000 0 0.0032 105.876 61.404 36.71
T3S3 Camelina
12800 0.0102 2100 274.2 3830 0.0102 2100 0 0.0032 82.039 192.137 70.08
T3S1 Miscanthus
12800 0.0102 1800 235.0 8360 0.0102 1800 26.1 0.03 153.490 81.518 34.69
T3S2 Miscanthus
8200 0.0102 2000 167.3 5190 0.0102 2000 20.5 0.03 105.877 61.403 36.71
T3S3 Miscanthus
12800 0.0102 2100 274.2 3830 0.0102 2100 27.1 0.03 82.039 192.137 70.08
T3S1 Panicum
12800 0.0102 1800 235.0 8360 0.0102 1800 57.7 0.022 153.491 81.517 34.69
T3S2 Panicum
8200 0.0102 2000 167.3 5190 0.0102 2000 16.2 0.022 105.876 61.404 36.71
T3S3 Panicum
12800 0.0102 2100 274.2 3830 0.0102 2100 293 0.022 82.045 192.131 70.08
197
Arsenic, As
Total Massin = Total Massout
Total [(Concentrationin)*(Volumein )] = Total [(Concentrationout)*(Volumeout)]
Σi [Soil(CinVin ρsoil) ] = Σo [Soil(CoutVout ρsoil )] + Plant Tissue(CoutVout ρplant-tissue )]
Approximate density of the soils:
Soil 1 (sandy) ρSoil1 = 1800 kg/m3
Soil 2 (gravel) ρSoil1 = 2000 kg/m3
Soil 3 (silty) ρSoil1 = 2100 kg/m3
Trial 1
Camelina sativa
Soil 1: [(14.3 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((27.5 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (0.00 mg/kg dry * 0.0011 kg)] =
= -242.352 mg
Soil 2: [(21.9 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((13.0 mg/kg dry) * (0.0102
m3) *(2000 kg/m
3)) + (<10.0 mg/kg dry * 0.0011 kg)] =
= 181.549 mg
Soil 3: [(29.6 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((33.9 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (0.00 * 0.0011 kg)] =
= -92.106 mg
Miscanthus giganteous
Soil 1: [(14.3 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((16.7 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (<5.0 mg/kg dry * 0.011 kg)] =
= -44.119 mg
Soil 2: [(21.9 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)]] = Σ[((11.8 mg/kg dry) *
(0.0102 m3) *(2000 kg/m
3)) + (<4.9 mg/kg dry * 0.011 kg)] =
= 205.986 mg
198
Soil 3: [(29.6 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((43.2 mg/kg dry ) *
(0.0102 m3) * (2100 kg/m
3)) + (<4.7 mg/kg dry * 0.011 kg)] =
= -291.364 mg
Panicum virgatum
Soil 1: [(14.3 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((17.0 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (<6.9 mg/kg dry * 0.008 kg)] =
= -49.627 mg
Soil 2: [(21.9 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((11.8 mg/kg dry) * (0.0102
m3) *(2000 kg/m
3)) + (<6.0 mg/kg dry * 0.008 kg)] =
= 205.992 mg
Soil 3: [(29.6 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((36.2 mg/kg dry ) *
(0.0102 m3) * (2100 kg/m
3)) + (<7.5 mg/kg dry * 0.008 kg)] =
= -141.432 mg
Trial 2
Camelina sativa
Soil 1: [(14.3 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((21.4 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (<22.6 mg/kg dry * 0.0032 kg)] =
= -130.428 mg
Soil 2: [(21.9 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((7.13 mg/kg dry) * (0.0102
m3) *(2000 kg/m
3)) + (<11.4 mg/kg dry * 0.0032 kg)] =
= 301.272 mg
Soil 3: [(29.6 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((14.0 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (0.00 mg/kg dry * 0.0032 kg)] =
= 334.152 mg
Miscanthus giganteous
Soil 1: [(14.3 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((21.4 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (<3.91 mg/kg dry * 0.030 kg)] =
= -130.473 mg
Soil 2: [(21.9 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((7.13 mg/kg dry) * (0.0102
m3) * (2000 kg/m
3)) + (<5.40 mg/kg dry * 0.030 kg)] =
= 301.146 mg
199
Soil 3: [(29.6 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((14.0 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (<6.84 mg/kg dry * 0.030 kg)] =
= 333.947 mg
Panicum virgatum
Soil 1: [(14.3 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((21.4 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (<3.98 mg/kg dry * 0.022 kg)] =
= -130.444 mg
Soil 2: [(21.9 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((7.13 mg/kg dry) * (0.0102
m3) * (2000 kg/m
3)) + (<3.91 mg/kg dry * 0.022 kg)] =
= 301.222 mg
Soil 3: [(29.6 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((14.0 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (<3.65 mg/kg dry * 0.022 kg)] =
= 334.072 mg
Trial 3
Camelina sativa
Soil 1: [(14.3 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((21.4 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (<21.8 mg/kg dry * 0.0032 kg)] =
= -130.426 mg
Soil 2: [(21.9 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((7.13 mg/kg dry) * (0.0102
m3) * (2000 kg/m
3)) + ( NA * 0.0032 kg)] =
= 301.308mg
Soil 3: [(29.6 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((14.0 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + ( NA * 0.0032 kg)] =
= 334.152 mg
Miscanthus giganteous
Soil 1: [(14.3 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((21.4 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + ( <6.50 mg/kg dry * 0.030 kg)]=
= -130.551 mg
Soil 2: [(21.9 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((7.13 mg/kg dry) * (0.0102
m3) *(2000 kg/m
3)) + (<5.10 mg/kg dry * 0.030 kg)] =
= 301.155 mg
200
Soil 3: [(29.6 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((14.0 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (<6.72 mg/kg dry * 0.030 kg)] =
= 333.950 mg
Panicum virgatum
Soil 1: [(14.3 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((21.4 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (<4.05 mg/kg dry * 0.022 kg)] =
= -130.445 mg
Soil 2: [(21.9 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((7.13 mg/kg dry) * (0.0102
m3) *(2000 kg/m
3)) + (<6.01 mg/kg dry * 0.022 kg)] =
= 301.176 mg
Soil 3: [(29.6 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((14.0 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (<3.89 mg/kg dry * 0.022 kg)] =
= 334.066 mg
201
Trial
Arsenic
MassIn Massout Total Mass Balance, excess
positive,
mg
Percent
of input
Cin Vin ρin Total in
Soil Cout
Soil Vout
ρout Plant tissue Cout
Plant tissue Mout
Total Out
T1S1 Camelina
14.3 0.0102 1800 262.55 27.5 0.0102 1800 0 0.0011 504.9 -242.352 -92.31
T1S2 Camelina
21.9 0.0102 2000 446.76 13 0.0102 2000 10.3 0.0011 265.21 181.549 40.64
T1S3
Camelina 29.6 0.0102 2100 634.03 33.9 0.0102 2100 0 0.0011 726.14 -92.106
-14.53
T1S1 Miscanthus
14.3 0.0102 1800 262.55 16.7 0.0102 1800 5 0.011 306.67 -44.119 -16.80
T1S2 Miscanthus
21.9 0.0102 2000 446.76 11.8 0.0102 2000 4.9 0.011 240.77 205.986 46.11
T1S3 Miscanthus
29.6 0.0102 2100 634.03 43.2 0.0102 2100 4.7 0.011 925.4 -291.364 -45.95
T1S1 Panicum
14.3 0.0102 1800 262.55 17 0.0102 1800 6.9 0.008 312.18 -49.627 -18.90
T1S2 Panicum
21.9 0.0102 2000 446.76 11.8 0.0102 2000 6 0.008 240.77 205.992 46.11
T1S3 Panicum
29.6 0.0102 2100 634.03 36.2 0.0102 2100 7.5 0.008 775.46 -141.432 -22.31
T2S1 Camelina
14.3 0.0102 1800 262.55 21.4 0.0102 1800 22.6 0.0032 392.98 -130.428 -49.68
T2S2 Camelina
21.9 0.0102 2000 446.76 7.13 0.0102 2000 11.4 0.0032 145.49 301.272 67.43
T2S3 Camelina
29.6 0.0102 2100 634.03 14 0.0102 2100 0 0.0032 299.88 334.152 52.70
T2S1
Miscanthus 14.3 0.0102 1800 262.55 21.4 0.0102 1800 3.91 0.03 393.02 -130.473
-49.70
T2S2 Miscanthus
21.9 0.0102 2000 446.76 7.13 0.0102 2000 5.4 0.03 145.61 301.146 67.41
T2S3 Miscanthus
29.6 0.0102 2100 634.03 14 0.0102 2100 6.84 0.03 300.09 333.947 52.67
T2S1 Panicum
14.3 0.0102 1800 262.55 21.4 0.0102 1800 3.98 0.022 392.99 -130.444 -49.68
T2S2 Panicum
21.9 0.0102 2000 446.76 7.13 0.0102 2000 3.91 0.022 145.54 301.222 67.42
T2S3 Panicum
29.6 0.0102 2100 634.03 14 0.0102 2100 3.65 0.022 299.96 334.072 52.69
T3S1 Camelina
14.3 0.0102 1800 262.55 21.4 0.0102 1800 21.8 0.0032 392.97 -130.426 -49.68
T3S2 Camelina
21.9 0.0102 2000 446.76 7.13 0.0102 2000 0 0.0032 145.45 301.308 67.44
T3S3 Camelina
29.6 0.0102 2100 634.03 14 0.0102 2100 0 0.0032 299.88 334.152 52.70
T3S1 Miscanthus
14.3 0.0102 1800 262.55 21.4 0.0102 1800 6.5 0.03 393.1 -130.551 -49.72
T3S2 Miscanthus
21.9 0.0102 2000 446.76 7.13 0.0102 2000 5.1 0.03 145.61 301.155 67.41
T3S3 Miscanthus
29.6 0.0102 2100 634.03 14 0.0102 2100 6.72 0.03 300.08 333.950 52.67
T3S1 Panicum
14.3 0.0102 1800 262.55 21.4 0.0102 1800 4.05 0.022 392.99 -130.445 -49.68
T3S2 Panicum
21.9 0.0102 2000 446.76 7.13 0.0102 2000 6.01 0.022 145.58 301.176 67.41
T3S3
Panicum 29.6 0.0102 2100 634.03 14 0.0102 2100 3.89 0.022 299.97 334.066
52.69
202
Barium, Ba
Total Massin = Total Massout
Total [(Concentrationin)*(Volumein )] = Total [(Concentrationout)*(Volumeout)]
Σi [Soil(CinVin ρsoil) ] = Σo [Soil(CoutVout ρsoil )] + Plant Tissue(CoutVout ρplant-tissue )]
Approximate density of the soils:
Soil 1 (sandy) ρSoil1 = 1800 kg/m3
Soil 2 (gravel) ρSoil1 = 2000 kg/m3
Soil 3 (silty) ρSoil1 = 2100 kg/m3
Trial 1
Camelina sativa
Soil 1: [(103 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((139 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (0.00 mg/kg dry * 0.0011 kg)] =
= - 660.96 mg
Soil 2: [(81.9 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((113 mg/kg dry) * (0.0102
m3) * (2000 kg/m
3)) + (<17.2 mg/kg dry * 0.0011 kg)] =
= -634.46 mg
Soil 3: [(82.5 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((120 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (0.00 mg/kg dry * 0.0011 kg)] =
= -803.25 mg
Miscanthus giganteous
Soil 1: [(103 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((98.7 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (50.8 mg/kg dry * 0.011 kg)] =
= 78.39 mg
Soil 2: [(81.9 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((153 mg/kg dry) * (0.0102
m3) * (2000 kg/m
3)) + (14.6 mg/kg dry * 0.011 kg)] =
= -1450.60 mg
203
Soil 3: [(82.5 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((148 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (<7.9 mg/kg dry * 0.011 kg)] =
= -1403.10 mg
Panicum virgatum
Soil 1: [(103 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((93.7 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (26.9 mg/kg dry * 0.008 kg)] =
= 170.53 mg
Soil 2: [(81.9 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((67.8 mg/kg dry) * (0.0102
m3) * (2000 kg/m
3)) + (13.7 mg/kg dry * 0.008 kg)] =
= 287.53 mg
Soil 3: [(82.5 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((98.9 mg/kg dry) * (0.0102
m3) * ( 2100 kg/m
3)) + (16.3 mg/kg dry * 0.008 kg)] =
= -351.42 mg
Trial 2
Camelina sativa
Soil 1: [(103 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((101 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (87.8 mg/kg dry * 0.0032 kg)] =
= 36.44 mg
Soil 2: [(81.9 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((56.5 mg/kg dry) * (0.0102
m3) * (2000 kg/m
3)) + (81.9 mg/kg dry * 0.0032 kg)] =
= 517.90 mg
Soil 3: [(82.5 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((65.2 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (0.00 mg/kg dry * 0.0032 kg)] =
= 370.57 mg
Miscanthus giganteous
Soil 1: [(103 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((101 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (36.9 mg/kg dry * 0.030 kg)] =
= 35.61 mg
Soil 2: [(81.9 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((56.5 mg/kg dry) * (0.0102
m3) * (2000 kg/m
3)) + (12.1 mg/kg dry * 0.030 kg)] =
= 517.80 mg
204
Soil 3: [(82.5 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((65.2 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (18.7 mg/kg dry * 0.030 kg)] =
= 370.01 mg
Panicum virgatum
Soil 1: [(103 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((101 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (10.7 mg/kg dry * 0.022 kg)] =
= 36.48 mg
Soil 2: [(81.9 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((56.5 mg/kg dry) * (0.0102
m3) * (2000 kg/m
3)) + (<7.84 mg/kg dry * 0.022 kg)] =
= 517.99 mg
Soil 3: [(82.5 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((65.2 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (17.4 mg/kg dry * 0.022 kg)] =
= 370.18 mg
Trial 3
Camelina sativa
Soil 1: [(103 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((101 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (43.8 mg/kg dry * 0.0032kg)] =
= 35.32 mg
Soil 2: [(81.9 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((56.5 mg/kg dry) * (0.0102
m3) * (2000 kg/m
3)) + (0.00 mg/kg dry * 0.0032 kg)] =
= 518.16 mg
Soil 3: [(82.5 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((65.2 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (0.00 mg/kg dry * 0.0032 kg)] =
= 370.57 mg
Miscanthus giganteous
Soil 1: [(103 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((101 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (25.5 mg/kg dry * 0.030 kg)] =
= 35.95 mg
Soil 2: [(81.9 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((56.5 mg/kg dry) * (0.0102
m3) * (2000 kg/m
3)) + (20.0 mg/kg dry * 0.030 kg)] =
= 517.56 mg
205
Soil 3: [(82.5 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((65.2 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (14.1 mg/kg dry * 0.030 kg)] =
= 370.14 mg
Panicum virgatum
Soil 1: [(103 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((101 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (12.9 mg/kg dry * 0.022 kg)] =
= 36.44 mg
Soil 2: [(81.9 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((56.5 mg/kg dry) * (0.0102
m3) * (2000 kg/m
3)) + (<8.10 mg/kg dry * 0.022 kg)] =
= 517.98 mg
Soil 3: [(82.5 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((65.2 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (<12.0 mg/kg dry * 0.022 kg)] =
= 370.30 mg
206
Trial
Barium
MassIn Massout Total Mass Balance,
excess positive, mg
Percent of input
Cin Vin ρin Total in
Soil Cout
Soil Vout
ρout Plant tissue Cout
Plant tissue Mout
Total Out
T1S1 Camelina
103 0.0102 1800 1891.1 139 0.0102 1800 0 0.0011 2552.0 -660.96 -34.95
T1S2 Camelina
81.9 0.0102 2000 1670.8 113 0.0102 2000 17.2 0.0011 2305.2 -634.46 -37.97
T1S3 Camelina
82.5 0.0102 2100 1767.2 120 0.0102 2100 0 0.0011 2570.4 -803.25 -45.45
T1S1 Miscanthus
103 0.0102 1800 1891.1 98.7 0.0102 1800 50.8 0.011 1812.7 78.39 4.15
T1S2 Miscanthus
81.9 0.0102 2000 1670.8 153 0.0102 2000 14.6 0.011 3121.4 -1450.60 -86.82
T1S3
Miscanthus 82.5 0.0102 2100 1767.2 148 0.0102 2100 7.9 0.011 3170.2 -1403.10
-79.40
T1S1 Panicum
103 0.0102 1800 1891.1 93.7 0.0102 1800 26.9 0.008 1720.5 170.53 9.02
T1S2 Panicum
81.9 0.0102 2000 1670.8 67.8 0.0102 2000 13.7 0.008 1383.2 287.53 17.21
T1S3
Panicum 82.5 0.0102 2100 1767.2 98.9 0.0102 2100 16.3 0.008 2118.6 -351.42
-19.89
T2S1 Camelina
103 0.0102 1800 1891.1 101 0.0102 1800 87.8 0.0032 1854.6 36.44 1.93
T2S2 Camelina
81.9 0.0102 2000 1670.8 56.5 0.0102 2000 81.9 0.0032 1152.9 517.90 31.00
T2S3
Camelina 82.5 0.0102 2100 1767.2 65.2 0.0102 2100 0 0.0032 1396.6 370.57
20.97
T2S1 Miscanthus
103 0.0102 1800 1891.1 101 0.0102 1800 36.9 0.03 1855.5 35.61 1.88
T2S2 Miscanthus
81.9 0.0102 2000 1670.8 56.5 0.0102 2000 12.1 0.03 1153.0 517.80 30.99
T2S3 Miscanthus
82.5 0.0102 2100 1767.2 65.2 0.0102 2100 18.7 0.03 1397.1 370.01 20.94
T2S1 Panicum
103 0.0102 1800 1891.1 101 0.0102 1800 10.7 0.022 1854.6 36.48 1.93
T2S2 Panicum
81.9 0.0102 2000 1670.8 56.5 0.0102 2000 7.84 0.022 1152.8 517.99 31.00
T2S3 Panicum
82.5 0.0102 2100 1767.2 65.2 0.0102 2100 17.4 0.022 1397.0 370.18 20.95
T3S1 Camelina
103 0.0102 1800 1891.1 101 0.0102 1800 43.8 0.032 1855.8 35.32 1.87
T3S2 Camelina
81.9 0.0102 2000 1670.8 56.5 0.0102 2000 0 0.032 1152.6 518.16 31.01
T3S3 Camelina
82.5 0.0102 2100 1767.2 65.2 0.0102 2100 0 0.032 1396.6 370.57 20.97
T3S1 Miscanthus
103 0.0102 1800 1891.1 101 0.0102 1800 25.5 0.03 1855.1 35.95 1.90
T3S2 Miscanthus
81.9 0.0102 2000 1670.8 56.5 0.0102 2000 20 0.03 1153.2 517.56 30.98
T3S3 Miscanthus
82.5 0.0102 2100 1767.2 65.2 0.0102 2100 14.1 0.03 1397.0 370.14 20.95
T3S1 Panicum
103 0.0102 1800 1891.1 101 0.0102 1800 12.9 0.022 1854.6 36.44 1.93
T3S2 Panicum
81.9 0.0102 2000 1670.8 56.5 0.0102 2000 8.1 0.022 1152.8 517.98 31.00
T3S3 Panicum
82.5 0.0102 2100 1767.2 65.2 0.0102 2100 12 0.022 1396.8 370.30 20.95
207
Cadmium, Cd
Total Massin = Total Massout
Total [(Concentrationin)*(Volumein )] = Total [(Concentrationout)*(Volumeout)]
Σi [Soil(CinVin ρsoil) ] = Σo [Soil(CoutVout ρsoil )] + Plant Tissue(CoutVout ρplant-tissue )]
Approximate density of the soils:
Soil 1 (sandy) ρSoil1 = 1800 kg/m3
Soil 2 (gravel) ρSoil1 = 2000 kg/m3
Soil 3 (silty) ρSoil1 = 2100 kg/m3
Not detected in any of the lab analyses.
Trial 1
Camelina sativa
Soil 1: [(<0.52 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((<0.55 mg/kg dry) *
(0.0102 m3) * (1800 kg/m
3)) + (0.00 mg/kg dry * 0.0011 kg)] =
= -23.13 mg
Soil 2: [(<0.48 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((<0.55 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + (<3.4 mg/kg dry * 0.0011 kg)] =
= -26.93 mg
Soil 3: [(<0.58 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((<0.57 mg/kg dry) *
(0.0102 m3) * (2100 kg/m
3)) + (0.00 mg/kg dry * 0.0011 kg)] =
= -30.42 mg
Miscanthus giganteous
Soil 1: [(<0.52 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((<0.57 mg/kg dry) *
(0.0102 m3) * (1800 kg/m
3)) + (<1.7 mg/kg dry * 0.011 kg)] =
= -23.15 mg
Soil 2: [(<0.48 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((< 0.46 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + (<1.6 mg/kg dry * 0.011 kg)] =
= - 26.95 mg
208
Soil 3: [(<0.58 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((<0.61 mg/kg dry) *
(0.0102 m3) * (2100 kg/m
3)) + (<1.6 mg/kg dry * 0.011 kg)] =
= -30.43 mg
Panicum virgatum
Soil 1: [(<0.52 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((< 0.53 mg/kg dry) *
(0.0102 m3) * (1800 kg/m
3)) + (<2.3 mg/kg dry * 0.008 kg)] =
= -23.15 mg
Soil 2: [(<0.48 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((<0.54 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + (<2.0 mg/kg dry * 0.008 kg)] =
= - 26.94 mg
Soil 3: [(<0.58 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((<0.63 mg/kg dry) *
(0.0102 m3) * (2100 kg/m
3)) + (<2.5 mg/kg dry * 0.008 kg)] =
= -30.44 mg
Trial 2
Camelina sativa
Soil 1: [(<0.52 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[(( <1.78 mg/kg dry) *
(0.0102 m3) * (1800 kg/m
3)) + (<9.08 mg/kg dry * 0.0032 kg)] =
= -23.16 mg
Soil 2: [(<0.48 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((<1.80 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + (<4.56 mg/kg dry * 0.0032 kg)] =
= -26.94 mg
Soil 3: [(<0.58 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((<2.00 mg/kg dry) *
(0.0102 m3) * (2100 kg/m
3)) + (<8.21 mg/kg dry * 0.0032 kg)] =
= - 30.44 mg
Miscanthus giganteous
Soil 1: [(<0.52 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[(( <1.78mg/kg dry) *
(0.0102 m3) * (1800 kg/m
3)) + (<1.57mg/kg dry * 0.030 kg)] =
= - 23.18 mg
Soil 2: [(<0.48 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((<1.80 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + (<2.17 mg/kg dry * 0.030 kg)] =
= -26.99 mg
209
Soil 3: [(<0.58 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((<2.00 mg/kg dry) *
(0.0102 m3) * (2100 kg/m
3)) + (<2.74 mg/kg dry * 0.030 kg)] =
= -30.50 mg
Panicum virgatum
Soil 1: [(<0.52 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((<1.78 mg/kg dry) *
(0.0102 m3) * (1800 kg/m
3)) + (<1.60 mg/kg dry * 0.022 kg)] =
= -23.17 mg
Soil 2: [(<0.48 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((<1.80 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + (<1.57 mg/kg dry * 0.022 kg)] =
= -26.96 mg
Soil 3: [(<0.58 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((<2.00 mg/kg dry) *
(0.0102 m3) * (2100 kg/m
3)) + (<1.47 mg/kg dry * 0.022 kg)] =
= -30.45 mg
Trial 3
Camelina sativa
Soil 1: [(<0.52 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((<1.78 mg/kg dry) *
(0.0102 m3) * (1800 kg/m
3)) + (<8.77 mg/kg dry * 0.0032 kg)] =
= -23.16 mg
Soil 2: [(<0.48 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((<1.80 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + (0.00 mg/kg dry * 0.0032 kg)] =
= -26.93 mg
Soil 3: [(<0.58 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((<2.00 mg/kg dry) *
(0.0102 m3) * (2100 kg/m
3)) + (0.00 mg/kg dry * 0.0032 kg)] =
= -30.42 mg
Miscanthus giganteous
Soil 1: [(<0.52mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((<1.78 mg/kg dry) *
(0.0102 m3) * (1800 kg/m
3)) + (<2.61 mg/kg dry * 0.030 kg)] =
= -23.21 mg
210
Soil 2: [(<0.48 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((<1.80 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + (<2.05 mg/kg dry * 0.030 kg)] =
= -26.99 mg
Soil 3: [(<0.58 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((<2.00 mg/kg dry) *
(0.0102 m3) * (2100 kg/m
3)) + (<2.70 mg/kg dry * 0.030 kg)] =
= -30.50 mg
Panicum virgatum
Soil 1: [(<0.52 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((<1.78 mg/kg dry) *
(0.0102 m3) * (1800 kg/m
3)) + (<1.65 mg/kg dry * 0.022 kg)] =
= -23.17 mg
Soil 2: [(<0.48 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((<1.80 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + (<1.62 mg/kg dry * 0.022 kg)] =
= -26.96 mg
Soil 3: [(<0.58 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((<2.00 mg/kg dry) *
(0.0102 m3) * (2100 kg/m
3)) + (<2.41 mg/kg dry * 0.022 kg)] =
= -30.47 mg
211
Trial
Cadmium
MassIn Massout Total Mass Balance, excess
positive, mg
Percent of input
Cin Vin ρin Total in
Soil Cout
Soil Vout
ρout Plant tissue Cout
Plant tissue Mout
Total Out
T1S1 Camelina
0.52 0.0102 1800 9.547 1.78 0.0102 1800 0 0.001 32.68 -23.13 -242.31
T1S2 Camelina
0.48 0.0102 2000 9.792 1.8 0.0102 2000 3.4 0.001 36.72 -26.93 -275.04
T1S3
Camelina 0.58 0.0102 2100 12.42 2 0.0102 2100 0 0.001 42.84 -30.42
-244.83
T1S1 Miscanthus
0.52 0.0102 1800 9.547 1.78 0.0102 1800 1.7 0.011 32.7 -23.15 -242.50
T1S2 Miscanthus
0.48 0.0102 2000 9.792 1.8 0.0102 2000 1.6 0.011 36.74 -26.95 -275.18
T1S3
Miscanthus 0.58 0.0102 2100 12.42 2 0.0102 2100 1.6 0.011 42.86 -30.43
-244.97
T1S1 Panicum
0.52 0.0102 1800 9.547 1.78 0.0102 1800 2.3 0.008 32.7 -23.15 -242.50
T1S2 Panicum
0.48 0.0102 2000 9.792 1.8 0.0102 2000 2 0.008 36.74 -26.94 -275.16
T1S3
Panicum 0.58 0.0102 2100 12.42 2 0.0102 2100 2.5 0.008 42.86 -30.44
-244.99
T2S1 Camelina
0.52 0.0102 1800 9.547 1.78 0.0102 1800 9.08 0.003 32.71 -23.16 -242.61
T2S2 Camelina
0.48 0.0102 2000 9.792 1.8 0.0102 2000 4.56 0.003 36.73 -26.94 -275.15
T2S3
Camelina 0.58 0.0102 2100 12.42 2 0.0102 2100 8.21 0.003 42.87 -30.44
-245.04
T2S1 Miscanthus
0.52 0.0102 1800 9.547 1.78 0.0102 1800 1.57 0.03 32.73 -23.18 -242.80
T2S2 Miscanthus
0.48 0.0102 2000 9.792 1.8 0.0102 2000 2.17 0.03 36.79 -26.99 -275.66
T2S3
Miscanthus 0.58 0.0102 2100 12.42 2 0.0102 2100 2.74 0.03 42.92 -30.50
-245.49
T2S1 Panicum
0.52 0.0102 1800 9.547 1.78 0.0102 1800 1.6 0.022 32.72 -23.17 -242.68
T2S2 Panicum
0.48 0.0102 2000 9.792 1.8 0.0102 2000 1.57 0.022 36.75 -26.96 -275.35
T2S3 Panicum
0.58 0.0102 2100 12.42 2 0.0102 2100 1.47 0.022 42.87 -30.45 -245.09
T3S1 Camelina
0.52 0.0102 1800 9.547 1.78 0.0102 1800 8.77 0.003 32.71 -23.16 -242.60
T3S2 Camelina
0.48 0.0102 2000 9.792 1.8 0.0102 2000 0 0.003 36.72 -26.93 -275.00
T3S3 Camelina
0.58 0.0102 2100 12.42 2 0.0102 2100 0 0.003 42.84 -30.42 -244.83
T3S1 Miscanthus
0.52 0.0102 1800 9.547 1.78 0.0102 1800 2.61 0.03 32.76 -23.21 -243.13
T3S2 Miscanthus
0.48 0.0102 2000 9.792 1.8 0.0102 2000 2.05 0.03 36.78 -26.99 -275.63
T3S3 Miscanthus
0.58 0.0102 2100 12.42 2 0.0102 2100 2.7 0.03 42.92 -30.50 -245.48
T3S1 Panicum
0.52 0.0102 1800 9.547 1.78 0.0102 1800 1.65 0.022 32.72 -23.17 -242.69
T3S2 Panicum
0.48 0.0102 2000 9.792 1.8 0.0102 2000 1.62 0.022 36.76 -26.96 -275.36
T3S3 Panicum
0.58 0.0102 2100 12.42 2 0.0102 2100 2.41 0.022 42.89 -30.47 -245.25
212
Chromium, Cr
Total Massin = Total Massout
Total [(Concentrationin)*(Volumein )] = Total [(Concentrationout)*(Volumeout)]
Σi [Soil(CinVin ρsoil) ] = Σo [Soil(CoutVout ρsoil )] + Plant Tissue(CoutVout ρplant-tissue )]
Approximate density of the soils:
Soil 1 (sandy) ρSoil1 = 1800 kg/m3
Soil 2 (gravel) ρSoil1 = 2000 kg/m3
Soil 3 (silty) ρSoil1 = 2100 kg/m3
Trial 1
Camelina sativa
Soil 1: [(13.7 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((83.6 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (0.00 mg/kg dry * 0.0011 kg)] =
= -1283.36 mg
Soil 2: [(11.0 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((14.5 mg/kg dry) * (0.0102
m3) * (2000 kg/m
3)) + (<6.9 mg/kg dry * 0.0011 kg)] =
= -71.41 mg
Soil 3: [(9.1 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((15.8 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (0.00 mg/kg dry * 0.0011 kg)] =
= -143.51 mg
Miscanthus giganteous
Soil 1: [(13.7 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((11.8 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (<3.4 mg/kg dry * 0.011 kg)] =
= 34.85 mg
Soil 2: [(11.0 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((11.4 mg/kg dry) * (0.0102
m3) * (2000 kg/m
3)) + (<3.2 mg/kg dry * 0.011 kg)] =
= -8.20 mg
213
Soil 3: [(9.1 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((19.5 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (<3.2 mg/kg dry * 0.011 kg)] =
= -222.80 mg
Panicum virgatum
Soil 1: [(13.7 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((12.2 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (<4.6 mg/kg dry * 0.008 kg)] =
= 27.50 mg
Soil 2: [(11.0 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((7.8 mg/kg dry) * (0.0102
m3) * (2000 kg/m
3)) + (<4.0 mg/kg dry * 0.008 kg)] =
= 65.25 mg
Soil 3: [(9.1 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((12.1 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (19.7 mg/kg dry * 0.008 kg)] =
= -64.42 mg
Trial 2
Camelina sativa
Soil 1: [(13.7 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((12.1 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (<45.3 mg/kg dry * 0.0032 kg)] =
= 29.23 mg
Soil 2: [(11.0 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((<8.98 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + (<22.7 mg/kg dry * 0.0032 kg)] =
= -41.14 mg
Soil 3: [(9.1 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((<9.95 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (<8.21 mg/kg dry * 0.0032 kg)] =
= -18.23 mg
Miscanthus giganteous
Soil 1: [(13.7 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((12.1 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (<7.84 mg/kg dry * 0.030 kg)] =
= 29.14 mg
Soil 2: [(11.0 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((<8.98 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + (<10.8 mg/kg dry * 0.030 kg)] =
= 40.88 mg
214
Soil 3: [(9.1 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((<9.95 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (<13.7 mg/kg dry * 0.030 kg)] =
= -18.62 mg
Panicum virgatum
Soil 1: [(13.7 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((12.1 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (<7.98 mg/kg dry * 0.022 kg)] =
= 29.20 mg
Soil 2: [(11.0 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((<8.98 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + (<7.84 mg/kg dry * 0.022 kg)] =
= 41.04 mg
Soil 3: [(9.1 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((<9.95 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (<7.32 mg/kg dry * 0.022 kg)] =
= -18.37 mg
Trial 3
Camelina sativa
Soil 1: [(13.7 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((12.1 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (<43.7 mg/kg dry * 0.0032 kg)] =
= 29.24 mg
Soil 2: [(11.0 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((<8.98 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + (0.00 mg/kg dry * 0.0032 kg)] =
= 41.21 mg
Soil 3: [(9.1 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((<9.95 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (0.00 mg/kg dry * 0.0032 kg)] =
= -18.21 mg
Miscanthus giganteous
Soil 1: [(13.7 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((12.1 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (<13.0 mg/kg dry * 0.030 kg)] =
= 28.99 mg
215
Soil 2: [(11.0 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((<8.98 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + (<10.2 mg/kg dry * 0.030 kg)] =
= 40.90 mg
Soil 3: [(9.1 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((<9.95 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (<13.5 mg/kg dry * 0.030 kg)] =
=-18.61 mg
Panicum virgatum
Soil 1: [(13.7 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((12.1 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (<8.22 mg/kg dry * 0.022 kg)] =
= 29.20 mg
Soil 2: [(11.0 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((<8.98 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + (<8.10 mg/kg dry * 0.022 kg)] =
= 41.03 mg
Soil 3: [(9.1 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((<9.95 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (<12.0 mg/kg dry * 0.022 kg)] =
= -18.47 mg
216
Trial
Chromium
MassIn Massout Total Mass Balance, excess
positive, mg Percent of input
Cin Vin ρin Total in
Soil Cout
Soil Vout
ρout Plant tissue Cout
Plant tissue Mout
Total Out
T1S1 Camelina
13.7 0.0102 1800 251.5 83.6 0.0102 1800 0 0.001 1535 -1283.364 -510.22
T1S2 Camelina
11 0.0102 2000 224.4 14.5 0.0102 2000 6.9 0.001 295.8 -71.40759 -31.82
T1S3 Camelina
9.1 0.0102 2100 194.9 15.8 0.0102 2100 0 0.001 338.4 -143.514 -73.63
T1S1
Miscanthus 13.7 0.0102 1800 251.5 11.8 0.0102 1800 3.4 0.011 216.7 34.8466
13.85
T1S2 Miscanthus
11 0.0102 2000 224.4 11.4 0.0102 2000 3.2 0.011 232.6 -8.1952 -3.65
T1S3 Miscanthus
9.1 0.0102 2100 194.9 19.5 0.0102 2100 3.2 0.011 417.7 -222.8032 -114.30
T1S1 Panicum
13.7 0.0102 1800 251.5 12.2 0.0102 1800 4.6 0.008 224 27.5032 10.93
T1S2 Panicum
11 0.0102 2000 224.4 7.8 0.0102 2000 4 0.008 159.2 65.248 29.08
T1S3 Panicum
9.1 0.0102 2100 194.9 12.1 0.0102 2100 19.7 0.008 259.3 -64.4176 -33.05
T2S1 Camelina
13.7 0.0102 1800 251.5 12.1 0.0102 1800 45.3 0.003 222.3 29.23104 11.62
T2S2 Camelina
11 0.0102 2000 224.4 8.98 0.0102 2000 22.7 0.003 183.3 41.13536 18.33
T2S3 Camelina
9.1 0.0102 2100 194.9 9.95 0.0102 2100 8.21 0.003 213.2 -18.233272 -9.35
T2S1 Miscanthus
13.7 0.0102 1800 251.5 12.1 0.0102 1800 7.84 0.03 222.4 29.1408 11.59
T2S2 Miscanthus
11 0.0102 2000 224.4 8.98 0.0102 2000 10.8 0.03 183.5 40.884 18.22
T2S3 Miscanthus
9.1 0.0102 2100 194.9 9.95 0.0102 2100 13.7 0.03 213.5 -18.618 -9.55
T2S1 Panicum
13.7 0.0102 1800 251.5 12.1 0.0102 1800 7.98 0.022 222.3 29.20044 11.61
T2S2 Panicum
11 0.0102 2000 224.4 8.98 0.0102 2000 7.84 0.022 183.4 41.03552 18.29
T2S3 Panicum
9.1 0.0102 2100 194.9 9.95 0.0102 2100 7.32 0.022 213.3 -18.36804 -9.42
T3S1
Camelina 13.7 0.0102 1800 251.5 12.1 0.0102 1800 43.7 0.003 222.3 29.23616
11.62
T3S2 Camelina
11 0.0102 2000 224.4 8.98 0.0102 2000 0 0.003 183.2 41.208 18.36
T3S3 Camelina
9.1 0.0102 2100 194.9 9.95 0.0102 2100 0 0.003 213.1 -18.207 -9.34
T3S1 Miscanthus
13.7 0.0102 1800 251.5 12.1 0.0102 1800 13 0.03 222.5 28.986 11.52
T3S2 Miscanthus
11 0.0102 2000 224.4 8.98 0.0102 2000 10.2 0.03 183.5 40.902 18.23
T3S3 Miscanthus
9.1 0.0102 2100 194.9 9.95 0.0102 2100 13.5 0.03 213.5 -18.612 -9.55
T3S1 Panicum
13.7 0.0102 1800 251.5 12.1 0.0102 1800 8.22 0.022 222.3 29.19516 11.61
T3S2 Panicum
11 0.0102 2000 224.4 8.98 0.0102 2000 8.1 0.022 183.4 41.0298 18.28
T3S3 Panicum
9.1 0.01 2100 194.9 9.95 0.0102 2100 12 0.022 213.4 -18.471 -9.48
217
Lead, Pb
Total Massin = Total Massout
Total [(Concentrationin)*(Volumein )] = Total [(Concentrationout)*(Volumeout)]
Σi [Soil(CinVin ρsoil) ] = Σo [Soil(CoutVout ρsoil )] + Plant Tissue(CoutVout ρplant-tissue )]
Approximate density of the soils:
Soil 1 (sandy) ρSoil1 = 1800 kg/m3
Soil 2 (gravel) ρSoil1 = 2000 kg/m3
Soil 3 (silty) ρSoil1 = 2100 kg/m3
Trial 1
Camelina sativa
Soil 1: [(85.7 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((189 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (0.00 mg/kg dry * 0.0011 kg)] =
= -1896.59 mg
Soil 2: [(16.7 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((22.5 mg/kg dry) * (0.0102
m3) * (2000 kg/m
3)) + (<6.9 mg/kg dry * 0.0011 kg)] =
= -118.33 mg
Soil 3: [(46.0 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((48.4 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (0.00 mg/kg dry * 0.0011 kg)] =
= -51.41 mg
Miscanthus giganteous
Soil 1: [(85.7 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((96.7 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (<3.4 mg/kg dry * 0.011 kg)] =
= -202.00 mg
Soil 2: [(16.7 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((22.2 mg/kg dry) * (0.0102
m3) * (2000 kg/m
3)) + (<3.2 mg/kg dry * 0.011 kg)] =
= -112.24 mg
218
Soil 3: [(46.0 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((60.3 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (<3.2 mg/kg dry * 0.011 kg)] =
= -306.34 mg
Panicum virgatum
Soil 1: [(85.7 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((86.9 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (<4.6 mg/kg dry * 0.008 kg)] =
= -22.07 mg
Soil 2: [(16.7 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((18.4 mg/kg dry) * (0.0102
m3) * (2000 kg/m
3)) + (<4.0 mg/kg dry * 0.008 kg)] =
= -34.71 mg
Soil 3: [(46.0 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((71.3 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (<5.0 mg/kg dry * 0.008 kg)] =
= -541.97 mg
Trial 2
Camelina sativa
Soil 1: [(85.7 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((79.3 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (<45.3 mg/kg dry * 0.0032 kg)] =
= 117.27 mg
Soil 2: [(16.7 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((21.2 mg/kg dry) * (0.0102
m3) * (2000 kg/m
3)) + (<22.7 mg/kg dry * 0.0032 kg)] =
= -91.87 mg
Soil 3: [(46.0 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((35.7 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (<8.21 mg/kg dry * 0.0032 kg) =
= 220.60 mg
Miscanthus giganteous
Soil 1: [(85.7 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((79.3 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (<7.84 mg/kg dry * 0.030 kg)] =
= 117.27 mg
Soil 2: [(16.7 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((21.2 mg/kg dry) * (0.0102
m3) * (2000 kg/m
3)) + (<10.8 mg/kg dry * 0.030 kg)] =
= -92.12 mg
219
Soil 3: [(46.0 mg/kg dry) * (0.0114 m3) * (2100 kg/m
3)] = Σ[((35.7 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (<13.7 mg/kg dry * 0.030 kg)] =
= 220.22 mg
Panicum virgatum
Soil 1: [(85.7 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((79.3 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (<7.98 mg/kg dry * 0.022 kg)] =
= 117.33 mg
Soil 2: [(16.7 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((21.2 mg/kg dry) * (0.0102
m3) * (2000 kg/m
3)) + (<7.84 mg/kg dry * 0.022 kg)] =
= -89.93 mg
Soil 3: [(46.0 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((35.7 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (8.28 mg/kg dry * 0.022 kg)] =
= 220.44 mg
Trial 3
Camelina sativa
Soil 1: [(85.7 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((79.3mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (<43.7 mg/kg dry * 0.0032 kg)] =
= 117.36 mg
Soil 2: [(16.7 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((21.2 mg/kg dry) * (0.0102
m3) * (2000 kg/m
3)) + (0.00 mg/kg dry * 0.0032 kg)] =
= -89.76 mg
Soil 3: [(46.0 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((35.7 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (0.00 mg/kg dry * 0.0032 kg)] =
= 220.63 mg
Miscanthus giganteous
Soil 1: [(85.7 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((79.3 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (<13.0 mg/kg dry * 0.030 kg)] =
= 117.11 mg
Soil 2: [(16.7 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((21.2 mg/kg dry) * (0.0102
m3) * (2000 kg/m
3)) + (<10.2 mg/kg dry * 0.030 kg)] =
= -90.07 mg
220
Soil 3: [(46.0 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((35.7 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (<13.5 mg/kg dry * 0.030 kg)] =
= 220.22 mg
Panicum virgatum
Soil 1: [(85.7 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((79.3mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (<8.22 mg/kg dry * 0.022 kg)] =
= 117.32 mg
Soil 2: [(16.7 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((21.2 mg/kg dry) * (0.0102
m3) * (2000 kg/m
3)) + (<8.10 mg/kg dry * 0.022 kg)] =
= -89.94 mg
Soil 3: [(46.0 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((35.7 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (<12.0 mg/kg dry * 0.022 kg)] =
= 220.36 mg
221
Trial
Lead
MassIn Massout Total Mass Balance, excess
positive, mg Percent of input
Cin Vin ρin Total in
Soil Cout
Soil Vout
ρout Plant tissue Cout
Plant tissue Mout
Total Out
T1S1 Camelina
85.7 0.0102 1800 1573 189 0.0102 1800 0 0.001 3470 -1896.588 -120.54
T1S2 Camelina
16.7 0.0102 2000 340.7 22.5 0.0102 2000 6.9 0.001 459 -118.328 -34.73
T1S3 Camelina
46 0.0102 2100 985.3 48.4 0.0102 2100 0 0.001 1037 -51.408 -5.22
T1S1
Miscanthus 85.7 0.0102 1800 1573 96.7 0.0102 1800 3.4 0.011 1775 -201.997
-12.84
T1S2 Miscanthus
16.7 0.0102 2000 340.7 22.2 0.0102 2000 3.2 0.011 452.9 -112.235 -32.94
T1S3 Miscanthus
46 0.0102 2100 985.3 60.3 0.0102 2100 3.2 0.011 1292 -306.341 -31.09
T1S1 Panicum
85.7 0.0102 1800 1573 86.9 0.0102 1800 4.6 0.008 1596 -22.069 -1.40
T1S2 Panicum
16.7 0.0102 2000 340.7 18.4 0.0102 2000 4 0.008 375.4 -34.712 -10.19
T1S3 Panicum
46 0.0102 2100 985.3 71.3 0.0102 2100 5 0.008 1527 -541.966 -55.00
T2S1 Camelina
85.7 0.0102 1800 1573 79.3 0.0102 1800 45.3 0.003 1456 117.359 7.46
T2S2 Camelina
16.7 0.0102 2000 340.7 21.2 0.0102 2000 22.7 0.003 432.6 -91.873 -26.97
T2S3 Camelina
46 0.0102 2100 985.3 35.7 0.0102 2100 8.21 0.003 764.7 220.600 22.39
T2S1 Miscanthus
85.7 0.0102 1800 1573 79.3 0.0102 1800 7.84 0.03 1456 117.269 7.45
T2S2 Miscanthus
16.7 0.0102 2000 340.7 21.2 0.0102 2000 10.8 0.03 432.8 -92.124 -27.04
T2S3 Miscanthus
46 0.0102 2100 985.3 35.7 0.0102 2100 13.7 0.03 765.1 220.215 22.35
T2S1 Panicum
85.7 0.0102 1800 1573 79.3 0.0102 1800 7.98 0.022 1456 117.328 7.46
T2S2 Panicum
16.7 0.0102 2000 340.7 21.1 0.0102 2000 7.84 0.022 430.6 -89.932 -26.40
T2S3 Panicum
46 0.0102 2100 985.3 35.7 0.0102 2100 8.28 0.022 764.9 220.444 22.37
T3S1
Camelina 85.7 0.0102 1800 1573 79.3 0.0102 1800 43.7 0.003 1456 117.364
7.46
T3S2 Camelina
16.7 0.0102 2000 340.7 21.1 0.0102 2000 0 0.003 430.4 -89.760 -26.35
T3S3 Camelina
46 0.0102 2100 985.3 35.7 0.0102 2100 0 0.003 764.7 220.626 22.39
T3S1 Miscanthus
85.7 0.0102 1800 1573 79.3 0.0102 1800 13 0.03 1456 117.114 7.44
T3S2 Miscanthus
16.7 0.0102 2000 340.7 21.1 0.0102 2000 10.2 0.03 430.7 -90.066 -26.44
T3S3 Miscanthus
46 0.0102 2100 985.3 35.7 0.0102 2100 13.5 0.03 765.1 220.221 22.35
T3S1 Panicum
85.7 0.0102 1800 1573 79.3 0.0102 1800 8.22 0.022 1456 117.323 7.46
T3S2 Panicum
16.7 0.0102 2000 340.7 21.1 0.0102 2000 8.1 0.022 430.6 -89.938 -26.40
T3S3 Panicum
46 0.0102 2100 985.3 35.7 0.0102 2100 12 0.022 765 220.362 22.36
222
Mercury, Hg
Total Massin = Total Massout
Total [(Concentrationin)*(Volumein )] = Total [(Concentrationout)*(Volumeout)]
Σi [Soil(CinVin ρsoil) ] = Σo [Soil(CoutVout ρsoil )] + Plant Tissue(CoutVout ρplant-tissue )]
Approximate density of the soils:
Soil 1 (sandy) ρSoil1 = 1800 kg/m3
Soil 2 (gravel) ρSoil1 = 2000 kg/m3
Soil 3 (silty) ρSoil1 = 2100 kg/m3
Trial 1
Camelina sativa
Soil 1: [(0.38 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((0.36 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (0.00 mg/kg dry * 0.0011 kg)] =
= 0.37 mg
Soil 2: [(0.16 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((0.072 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + (<0.35 mg/kg dry * 0.0011 kg)] =
= 1.80 mg
Soil 3: [(0.21 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((0.22mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (0.00 mg/kg dry * 0.0011 kg)] =
= -.021 mg
Miscanthus giganteous
Soil 1: [(0.38 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((0.46mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (<0.17 mg/kg dry * 0.011 kg)] =
= -1.47 mg
Soil 2: [(0.16 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((0.12 mg/kg dry) * (0.0102
m3) * (2000 kg/m
3)) + (<0.17 mg/kg dry * 0.011 kg)] =
= 0.81 mg
223
Soil 3: [(0.21 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((0.30 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (<0.16 mg/kg dry * 0.011 kg)] =
= -1.93 mg
Panicum virgatum
Soil 1: [(0.38 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((0.39 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (<0.19 mg/kg dry * 0.008 kg)] =
= -0.19 mg
Soil 2: [(0.16 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((0.098 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + (<0.20 mg/kg dry * 0.008 kg)] =
= 1.26 mg
Soil 3: [(0.21 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((0.14mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (<0.25 mg/kg dry * 0.008 kg)] =
= 1.50 mg
Trial 2
Camelina sativa
Soil 1: [(0.38 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((0.302 mg/kg dry) *
(0.0102 m3) * (1800 kg/m
3)) + (<45.3 mg/kg dry * 0.0032 kg)] =
= 1.29 mg
Soil 2: [(0.16 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((<0.0478 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + (0.00 mg/kg dry * 0.0032 kg)] =
= 2.29 mg
Soil 3: [(0.21 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((0.0616 mg/kg dry) *
(0.0102 m3) * (2100 kg/m
3)) + (<0.0524 mg/kg dry * 0.0032 kg)] =
= 3.18 mg
Miscanthus giganteous
Soil 1: [(0.38 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((0.302 mg/kg dry) *
(0.0102 m3) * (1800 kg/m
3)) + (<0.0501 mg/kg dry * 0.030 kg)] =
= 1.43 mg
224
Soil 2: [(0.16 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((<0.0478 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + (<0.0537 mg/kg dry * 0.030 kg)] =
= 2.29 mg
Soil 3: [(0.21 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((0.0616 mg/kg dry) *
(0.0102 m3) * (2100 kg/m
3)) + (<0.299 mg/kg dry * 0.030 kg)] =
= 3.17 mg
Panicum virgatum
Soil 1: [(0.38 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((0.302 mg/kg dry ) *
(0.0102 m3) * (1800 kg/m
3)) + (<0.0661 mg/kg dry * 0.022 kg)] =
= 1.43 mg
Soil 2: [(0.16 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((<0.0478 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + (<0.0344 mg/kg dry * 0.022 kg)] =
= 2.29 mg
Soil 3: [(0.21 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((0.0616 mg/kg dry) *
(0.0102 m3) * (2100 kg/m
3)) + (0.0489 mg/kg dry * 0.022 kg)] =
= 3.18 mg
Trial 3
Camelina sativa
Soil 1: [(0.38 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((0.302 mg/kg dry) *
(0.0102 m3) * (1800 kg/m
3)) + (0.00 mg/kg dry * 0.0032 kg)] =
= 1.43 mg
Soil 2: [(0.16 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((<0.0478 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + (0.00 mg/kg dry * 0.0032 kg)] =
= 2.29 mg
Soil 3: [(0.21 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((0.0616 mg/kg dry) *
(0.0102 m3) * (2100 kg/m
3)) + (0.00 mg/kg dry * 0.0032 kg)] =
= 3.18 mg
Miscanthus giganteous
Soil 1: [(0.38 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((0.302 mg/kg dry) *
(0.0102 m3) * (1800 kg/m
3)) + (<0.109 mg/kg dry * 0.030kg)] =
= 1.43 mg
225
Soil 2: [(0.16 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((<0.0478 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + (<0.0785 mg/kg dry * 0.030 kg)] =
= 2.29 mg
Soil 3: [(0.21 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((0.0616 mg/kg dry) *
(0.0102 m3) * (2100 kg/m
3)) + (<0.0472 mg/kg dry * 0.030 kg)] =
= 3.18 mg
Panicum virgatum
Soil 1: [(0.38 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((0.302 mg/kg dry) *
(0.0102 m3) * (1800 kg/m
3)) + (<0.0368 mg/kg dry * 0.022 kg)] =
= 1.43 mg
Soil 2: [(0.16 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((<0.0478 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + (<0.0366 mg/kg dry * 0.022 kg)] =
= 2.29 mg
Soil 3: [(0.21 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((0.0616 mg/kg dry) *
(0.0102 m3) * (2100 kg/m
3)) + (<0.247 mg/kg dry * 0.022 kg)] =
= 3.18 mg
226
Trial
Mercury
MassIn Massout Total Mass Balance, excess
positive, mg
Percent of input
Cin Vin ρin Total
in
Soil
Cout
Soil
Vout ρout
Plant tissue Cout
Plant tissue Mout
Total
Out
T1S1 Camelina
0.38 0.0102 1800 6.98 0.36 0.0102 1800 0 0.0011 6.61 0.367 5.26
T1S2 Camelina
0.16 0.0102 2000 3.26 0.072 0.0102 2000 0.35 0.0011 1.47 1.795 54.99
T1S3 Camelina
0.21 0.0102 2100 4.50 0.22 0.0102 2100 0 0.0011 4.71 -0.214 -4.76
T1S1 Miscanthus
0.38 0.0102 1800 6.98 0.46 0.0102 1800 0.17 0.011 8.45 -1.471 -21.08
T1S2 Miscanthus
0.16 0.0102 2000 3.26 0.12 0.0102 2000 0.17 0.011 2.45 0.814 24.94
T1S3 Miscanthus
0.21 0.0102 2100 4.50 0.3 0.0102 2100 0.16 0.011 6.43 -1.930 -42.90
T1S1 Panicum
0.38 0.0102 1800 6.98 0.39 0.0102 1800 0.19 0.008 7.16 -0.185 -2.65
T1S2 Panicum
0.16 0.0102 2000 3.26 0.098 0.0102 2000 0.2 0.008 2.00 1.263 38.70
T1S3 Panicum
0.21 0.0102 2100 4.50 0.14 0.0102 2100 0.25 0.008 3.00 1.497 33.29
T2S1 Camelina
0.38 0.0102 1800 6.98 0.302 0.0102 1800 45.3 0.0032 5.69 1.287 18.45
T2S2 Camelina
0.16 0.0102 2000 3.26 0.0478 0.0102 2000 0 0.0032 0.98 2.289 70.13
T2S3 Camelina
0.21 0.0102 2100 4.50 0.0616 0.0102 2100 0.0524 0.0032 1.32 3.179 70.66
T2S1 Miscanthus
0.38 0.0102 1800 6.98 0.302 0.0102 1800 0.0501 0.03 5.55 1.431 20.50
T2S2 Miscanthus
0.16 0.0102 2000 3.26 0.0478 0.0102 2000 0.0537 0.03 0.98 2.287 70.08
T2S3 Miscanthus
0.21 0.0102 2100 4.50 0.0616 0.0102 2100 0.299 0.03 1.33 3.170 70.47
T2S1 Panicum
0.38 0.0102 1800 6.98 0.302 0.0102 1800 0.0661 0.022 5.55 1.431 20.51
T2S2 Panicum
0.16 0.0102 2000 3.26 0.0478 0.0102 2000 0.0344 0.022 0.98 2.288 70.10
T2S3 Panicum
0.21 0.0102 2100 4.50 0.0616 0.0102 2100 0.0489 0.022 1.32 3.178 70.64
T3S1 Camelina
0.38 0.0102 1800 6.98 0.302 0.0102 1800 0 0.0032 5.54 1.432 20.53
T3S2 Camelina
0.16 0.0102 2000 3.26 0.0478 0.0102 2000 0 0.0032 0.98 2.289 70.13
T3S3 Camelina
0.21 0.0102 2100 4.50 0.0616 0.0102 2100 0 0.0032 1.32 3.179 70.67
T3S1 Miscanthus
0.38 0.0102 1800 6.98 0.302 0.0102 1800 0.109 0.03 5.55 1.429 20.48
T3S2 Miscanthus
0.16 0.0102 2000 3.26 0.0478 0.0102 2000 0.0785 0.03 0.98 2.287 70.05
T3S3 Miscanthus
0.21 0.0102 2100 4.50 0.0616 0.0102 2100 0.0472 0.03 1.32 3.177 70.64
T3S1 Panicum
0.38 0.0102 1800 6.98 0.302 0.0102 1800 0.0368 0.022 5.55 1.431 20.51
T3S2 Panicum
0.16 0.0102 2000 3.26 0.0478 0.0102 2000 0.0366 0.022 0.98 2.288 70.10
T3S3 Panicum
0.21 0.0102 2100 4.50 0.0616 0.0102 2100 0.247 0.022 1.32 3.173 70.55
227
Selenium, Se
Total Massin = Total Massout
Total [(Concentrationin)*(Volumein )] = Total [(Concentrationout)*(Volumeout)]
Σi [Soil(CinVin ρsoil) ] = Σo [Soil(CoutVout ρsoil )] + Plant Tissue(CoutVout ρplant-tissue )]
Approximate density of the soils:
Soil 1 (sandy) ρSoil1 = 1800 kg/m3
Soil 2 (gravel) ρSoil1 = 2000 kg/m3
Soil 3 (silty) ρSoil1 = 2100 kg/m3
Trial 1
Camelina sativa
Soil 1: [(<2.6 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((4.0 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (0.00 mg/kg dry * 0.0011 kg)] =
= -25.70 mg
oil 2: [(<2.4 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((< <2.7 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + (<17.2 mg/kg dry * 0.0011 kg)] =
= -6.14 mg
Soil 3: [(6.8 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((6.6 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (0.00 mg/kg dry * 0.0011 kg)] =
= 4.28 mg
Miscanthus giganteous
Soil 1: [(<2.6 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((3.4 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3) + (<8.4 mg/kg dry * 0.011 kg)] =
= -14.78 mg
Soil 2: [(<2.4 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((<2.3 mg/kg dry) * (0.0102
m3) * (2000 kg/m
3)) + (<8.1 mg/kg dry * 0.011kg)] =
= 1.95 mg
228
Soil 3: [(6.8 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((9.5 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) +(<7.9 mg/kg dry * 0.011 kg)] =
= -57.92 mg
Panicum virgatum
Soil 1: [(<2.6 mg/kg dry)* (0.0102 m3) * (1800 kg/m
3)] = Σ[( <2.7 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (<11.5 mg/kg dry * 0.008 kg)] =
= -1.93 mg
Soil 2: [(<2.4 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((<2.7 mg/kg dry) * (0.0102
m3) * (2000 kg/m
3)) + (<10.0 mg/kg dry * 0.008 kg)] =
= -6.20 mg
Soil 3: [(6.8 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((11.0 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (<12.6 mg/kg dry * 0.008 kg)] =
= -90.07 mg
Trial 2
Camelina sativa
Soil 1: [(<2.6 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((<8.87 mg/kg dry) *
(0.0102 m3) * (1800 kg/m
3)) + (<45.3 mg/kg dry * 0.0032 kg)] =
= -115.26 mg
Soil 2: [(<2.4 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((<8.98 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + (<22.7 mg/kg dry * 0.0032 kg)] =
= -134.31 mg
Soil 3: [( 6.8 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((<9.95 mg/kg dry) *
(0.0102 m3) * (2100 kg/m
3)) + (0.00 mg/kg dry * 0.0032 kg)] =
= -67.47 mg
Miscanthus giganteous
Soil 1: [(<2.6 mg/kg dry )* (0.0102 m3) * (1800 kg/m
3)] = Σ[((<8.87 mg/kg dry) *
(0.0102 m3) * (1800 kg/m
3)) + (<7.84 mg/kg dry * 0.030 kg)] =
= -115.35 mg
Soil 2: [(<2.4 mg/kg dry )* (0.0102 m3) * (2000 kg/m
3)] = Σ[((<8.98 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + ( <10.8 mg/kg dry * 0.030 kg)] =
= -134.56 mg
229
Soil 3: [(6.8 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((<9.95 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (<13.7 mg/kg dry * 0.030 kg)] =
= -67.89 mg
Panicum virgatum
Soil 1: [(<2.6 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((<8.87 mg/kg dry) *
(0.0102 m3) * (1800 kg/m
3)) + (<7.98 mg/kg dry * 0.022 kg)] =
= -115.29 mg
Soil 2: [(<2.4 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((<8.98 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + (<7.84 mg/kg dry * 0.022 kg)] =
= -134.40 mg
Soil 3: [(6.8 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((<9.95 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (<7.32 mg/kg dry * 0.022 kg)] =
= -67.47 mg
Trial 3
Camelina sativa
Soil 1: [(<2.6 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((<8.87 mg/kg dry) *
(0.0102 m3) * (1800 kg/m
3)) + (43.7 mg/kg dry * 0.0032 kg)] =
= -115.26 mg
Soil 2: [(<2.4 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((<8.98 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + (0.00 mg/kg dry * 0.0032 kg)] =
= -134.23 mg
Soil 3: [(6.8 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((<9.95 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (0.00 mg/kg dry * 0.0032 kg)] =
= -67.88 mg
Miscanthus giganteous
Soil 1: [(<2.6 mg/kg dry )* (0.0102 m3) * (1800 kg/m
3)] = Σ[((<8.87 mg/kg dry) *
(0.0102 m3) * (1800 kg/m
3)) + (<13.0 mg/kg dry * 0.030 kg)] =
= -115.51 mg
Soil 2: [(<2.4 mg/kg dry )* (0.0102 m3) * (2000 kg/m
3)] = Σ[((<8.98 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + (<10.2 mg/kg dry * 0.030 kg)] =
= -134.54 mg
230
Soil 3: [(6.8 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((<9.95 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (<13.5 mg/kg dry * 0.030 kg)] =
= -67.88 mg
Panicum virgatum
Soil 1: [(<2.6 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((<8.87 mg/kg dry) *
(0.0102 m3) * (1800 kg/m
3)) + (<8.22 mg/kg dry * 0.022 kg)] =
= -115.30 mg
Soil 2: [(<2.4 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((<8.98 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + (<8.10 mg/kg dry * 0.022 kg)] =
= -134.41 mg
Soil 3: [(6.8 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[(<9.95 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (<12.0 mg/kg dry * 0.022 kg)] =
= -67.74 mg
231
Trial
Selenium
MassIn Massout Total Mass Balance, excess
positive, mg Percent of input
Cin Vin ρin Total in
Soil Cout
Soil Vout
ρout Plant tissue Cout
Plant tissue Mout
Total Out
T1S1 Camelina
2.6 0.0102 1800 47.74 4 0.0102 1800 0 0.001 73.44 -25.704 -53.85
T1S2 Camelina
2.4 0.0102 2000 48.96 2.7 0.0102 2000 17.2 0.001 55.1 -6.139 -12.54
T1S3 Camelina
6.8 0.0102 2100 145.7 6.6 0.0102 2100 0 0.001 141.4 4.284 2.94
T1S1
Miscanthus 2.6 0.0102 1800 47.74 3.4 0.0102 1800 8.4 0.011 62.52 -14.780
-30.96
T1S2 Miscanthus
2.4 0.0102 2000 48.96 2.3 0.0102 2000 8.1 0.011 47.01 1.951 3.98
T1S3 Miscanthus
6.8 0.0102 2100 145.7 9.5 0.0102 2100 7.9 0.011 203.6 -57.921 -39.77
T1S1 Panicum
2.6 0.0102 1800 47.74 2.7 0.0102 1800 11.5 0.008 49.66 -1.928 -4.04
T1S2 Panicum
2.4 0.0102 2000 48.96 2.7 0.0102 2000 10 0.008 55.16 -6.200 -12.66
T1S3 Panicum
6.8 0.0102 2100 145.7 11 0.0102 2100 12.6 0.008 235.7 -90.065 -61.83
T2S1 Camelina
2.6 0.0102 1800 47.74 8.87 0.0102 1800 45.3 0.003 163 -115.262 -241.46
T2S2 Camelina
2.4 0.0102 2000 48.96 8.98 0.0102 2000 22.7 0.003 183.3 -134.305 -274.32
T2S3 Camelina
6.8 0.0102 2100 145.7 9.95 0.0102 2100 0 0.003 213.1 -67.473 -46.32
T2S1 Miscanthus
2.6 0.0102 1800 47.74 8.87 0.0102 1800 7.84 0.03 163.1 -115.352 -241.65
T2S2 Miscanthus
2.4 0.0102 2000 48.96 8.98 0.0102 2000 10.8 0.03 183.5 -134.556 -274.83
T2S3 Miscanthus
6.8 0.0102 2100 145.7 9.95 0.0102 2100 13.7 0.03 213.5 -67.884 -46.61
T2S1 Panicum
2.6 0.0102 1800 47.74 8.87 0.0102 1800 7.98 0.022 163 -115.293 -241.52
T2S2 Panicum
2.4 0.0102 2000 48.96 8.98 0.0102 2000 7.84 0.022 183.4 -134.404 -274.52
T2S3 Panicum
6.8 0.0102 2100 145.7 9.95 0.0102 2100 7.32 0.022 213.3 -67.634 -46.43
T3S1
Camelina 2.6 0.0102 1800 47.74 8.87 0.0102 1800 43.7 0.003 163 -115.257
-241.45
T3S2 Camelina
2.4 0.0102 2000 48.96 8.98 0.0102 2000 0 0.003 183.2 -134.232 -274.17
T3S3 Camelina
6.8 0.0102 2100 145.7 9.95 0.0102 2100 0 0.003 213.1 -67.473 -46.32
T3S1 Miscanthus
2.6 0.0102 1800 47.74 8.87 0.0102 1800 13 0.03 163.2 -115.507 -241.97
T3S2 Miscanthus
2.4 0.0102 2000 48.96 8.98 0.0102 2000 10.2 0.03 183.5 -134.538 -274.79
T3S3 Miscanthus
6.8 0.0102 2100 145.7 9.95 0.0102 2100 13.5 0.03 213.5 -67.878 -46.60
T3S1 Panicum
2.6 0.0102 1800 47.74 8.87 0.0102 1800 8.22 0.022 163 -115.298 -241.53
T3S2 Panicum
2.4 0.0102 2000 48.96 8.98 0.0102 2000 8.1 0.022 183.4 -134.410 -274.53
T3S3 Panicum
6.8 0.0102 2100 145.7 9.95 0.0102 2100 12 0.022 213.4 -67.737 -46.50
232
Silver, Ag
Total Massin = Total Massout
Total [(Concentrationin)*(Volumein )] = Total [(Concentrationout)*(Volumeout)]
Σi [Soil(CinVin ρsoil) ] = Σo [Soil(CoutVout ρsoil )] + Plant Tissue(CoutVout ρplant-tissue )]
Approximate density of the soils:
Soil 1 (sandy) ρSoil1 = 1800 kg/m3
Soil 2 (gravel) ρSoil1 = 2000 kg/m3
Soil 3 (silty) ρSoil1 = 2100 kg/m3
Not detected in any of the lab analyses.
Trial 1
Camelina sativa
Soil 1: [(<1.0 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((<1.1 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (0.00 mg/kg dry * 0.0011 kg)] =
= -1.84 mg
Soil 2: [(<0.96 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((<1.1 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + (<6.9 mg/kg dry * 0.0011 kg)] =
= -2.86 mg
Soil 3: [(<1.2 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((<1.1 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (0.00 mg/kg dry * 0.0011 kg)] =
= 2.14 mg
Miscanthus giganteous
Soil 1: [(<1.0 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((<1.1 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3) + (<3.4 mg/kg dry * 0.011 kg)] =
= -1.87 mg
Soil 2: [(<0.96 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((<0.92 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + (<3.2 mg/kg dry * 0.011kg)] =
233
= 0.78 mg
Soil 3: [(<1.2 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((<1.2 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) +(<3.2 mg/kg dry * 0.011 kg)] =
= - 0.04 mg
Panicum virgatum
Soil 1: [(<1.0 mg/kg dry)* (0.0102 m3) * (1800 kg/m
3)] = Σ[( <1.1 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (<4.6 mg/kg dry * 0.008 kg)] =
= -1.87 mg
Soil 2: [(<0.96 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((<1.1 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + (<4.0 mg/kg dry * 0.008 kg)] =
= -2.89 mg
Soil 3: [(<1.2 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((<1.3 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (<5.0 mg/kg dry * 0.008 kg)] =
= -2.18 mg
Trial 2
Camelina sativa
Soil 1: [(<1.0mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((<4.44 mg/kg dry) *
(0.0102 m3) * (1800 kg/m
3)) + (<22.7 mg/kg dry * 0.0032 kg)] =
= 63.23 mg
Soil 2: [(<0.96 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((<4.49 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + (<11.4 mg/kg dry * 0.0032 kg)] =
= 71.44 mg
Soil 3: [(<1.2 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((<4.98mg/kg dry) *
(0.0102 m3) * (2100 kg/m
3)) + (0.00 mg/kg dry * 0.0032 kg)] =
= -80.97 mg
Miscanthus giganteous
Soil 1: [(<1.0 mg/kg dry )* (0.0102 m3) * (1800 kg/m
3)] = Σ[((<4.44 mg/kg dry) *
(0.0102 m3) * (1800 kg/m
3)) + (<3.92 mg/kg dry * 0.030 kg)] =
= -63.27 mg
234
Soil 2: [(<0.96 mg/kg dry )* (0.0102 m3) * (2000 kg/m
3)] = Σ[((<4.49 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + ( <5.41 mg/kg dry * 0.030 kg)] =
= -71.56 mg
Soil 3: [(<1.2 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((<4.98 mg/kg dry) *
(0.0102 m3) * (2100 kg/m
3)) + (<6.85 mg/kg dry * 0.030 kg)] =
= -81.17 mg
Panicum virgatum
Soil 1: [(<1.0 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((<4.44 mg/kg dry) *
(0.0102 m3) * (1800 kg/m
3)) + (<3.99 mg/kg dry * 0.022 kg)] =
= 63.24 mg
Soil 2: [(<0.96 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((<4.49 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + (<3.92 mg/kg dry * 0.022 kg)] =
= 71.49 mg
Soil 3: [(<1.2 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((<4.98 mg/kg dry) *
(0.0102 m3) * (2100 kg/m
3)) + (<3.66 mg/kg dry * 0.022 kg)] =
= 81.05 mg
Trial 3
Camelina sativa
Soil 1: [(<1.0 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((<4.44mg/kg dry) *
(0.0102 m3) * (1800 kg/m
3)) + (<21.9 mg/kg dry * 0.0032 kg)] =
= 63.23 mg
Soil 2: [(<0.96 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((<4.49 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + (0.00 mg/kg dry * 0.0032 kg)] =
= -71.40 mg
Soil 3: [(<1.2 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((<4.98 mg/kg dry) *
(0.0102 m3) * (2100 kg/m
3)) + (0.00 mg/kg dry * 0.0032 kg)] =
= -80.97 mg
Miscanthus giganteous
Soil 1: [(<1.0 mg/kg dry )* (0.0102 m3) * (1800 kg/m
3)] = Σ[((<4.44 mg/kg dry) *
(0.0102 m3) * (1800 kg/m
3)) + (<6.52 mg/kg dry * 0.030 kg)] =
= -63.35 mg
235
Soil 2: [(<0.96 mg/kg dry )* (0.0102 m3) * (2000 kg/m
3)] = Σ[((<4.49 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + (<5.11 mg/kg dry * 0.030 kg)] =
= -71.55 mg
Soil 3: [(<1.2 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((<4.98 mg/kg dry) *
(0.0102 m3) * (2100 kg/m
3)) + (<6.74 mg/kg dry * 0.030 kg)] =
= -81.17 mg
Panicum virgatum
Soil 1: [(<1.0 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((<4.44 mg/kg dry) *
(0.0102 m3) * (1800 kg/m
3)) + (<4.12 mg/kg dry * 0.022 kg)] =
= 63.25 mg
Soil 2: [(<0.96 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((<4.49 mg/kg dry) *
(0.0102 m3) * (2000 kg/m
3)) + (<4.06 mg/kg dry * 0.022 kg)] =
= 71.49 mg
Soil 3: [(<1.2mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[(<4.98 mg/kg dry) * (0.0102
m3) * (2100 kg/m
3)) + (<6.03 mg/kg dry * 0.022 kg)] =
= 81.10 mg
236
Trial
Silver
MassIn Massout
Total Mass Balance
Percent of input
Cin Vin ρin Total in
Soil Cout
Soil Vout
ρout Plant tissue Cout
Plant tissue Mout
Total Out
T1S1 Camelina
1 0.0102 1800 18.36 1.1 0.0102 1800 0 0.001 20.2 -1.836 -10.00
T1S2 Camelina
0.96 0.0102 2000 19.58 1.1 0.0102 2000 6.9 0.001 22.45 -2.86359 -14.62
T1S3 Camelina
1.2 0.0102 2100 25.7 1.1 0.0102 2100 0 0.001 23.56 2.142 8.33
T1S1
Miscanthus 1 0.0102 1800 18.36 1.1 0.0102 1800 3.4 0.011 20.23 -1.8734
-10.20
T1S2 Miscanthus
0.96 0.0102 2000 19.58 0.92 0.0102 2000 3.2 0.011 18.8 0.7808 3.99
T1S3 Miscanthus
1.2 0.0102 2100 25.7 1.2 0.0102 2100 3.2 0.011 25.74 -0.0352 -0.14
T1S1 Panicum
1 0.0102 1800 18.36 1.1 0.0102 1800 4.6 0.008 20.23 -1.8728 -10.20
T1S2 Panicum
0.96 0.0102 2000 19.58 1.1 0.0102 2000 4 0.008 22.47 -2.888 -14.75
T1S3 Panicum
1.2 0.0102 2100 25.7 1.3 0.0102 2100 5 0.008 27.89 -2.182 -8.49
T2S1 Camelina
1 0.0102 1800 18.36 4.44 0.0102 1800 22.7 0.003 81.59 -63.23104 -344.40
T2S2 Camelina
0.96 0.0102 2000 19.58 4.46 0.0102 2000 11.4 0.003 91.02 -71.43648 -364.77
T2S3 Camelina
1.2 0.0102 2100 25.7 4.98 0.0102 2100 0 0.003 106.7 -80.9676 -315.00
T2S1 Miscanthus
1 0.0102 1800 18.36 4.44 0.0102 1800 3.92 0.03 81.64 -63.276 -344.64
T2S2 Miscanthus
0.96 0.0102 2000 19.58 4.46 0.0102 2000 5.41 0.03 91.15 -71.5623 -365.41
T2S3 Miscanthus
1.2 0.0102 2100 25.7 4.98 0.0102 2100 6.85 0.03 106.9 -81.1731 -315.80
T2S1 Panicum
1 0.0102 1800 18.36 4.44 0.0102 1800 3.99 0.022 81.61 -63.24618 -344.48
T2S2 Panicum
0.96 0.0102 2000 19.58 4.46 0.0102 2000 3.92 0.022 91.07 -71.48624 -365.02
T2S3 Panicum
1.2 0.0102 2100 25.7 4.98 0.0102 2100 3.66 0.022 106.8 -81.04812 -315.31
T3S1
Camelina 1 0.0102 1800 18.36 4.44 0.0102 1800 21.9 0.003 81.59 -63.22848
-344.38
T3S2 Camelina
0.96 0.0102 2000 19.58 4.46 0.0102 2000 0 0.003 90.98 -71.4 -364.58
T3S3 Camelina
1.2 0.0102 2100 25.7 4.98 0.0102 2100 0 0.003 106.7 -80.9676 -315.00
T3S1 Miscanthus
1 0.0102 1800 18.36 4.44 0.0102 1800 6.52 0.03 81.71 -63.354 -345.07
T3S2 Miscanthus
0.96 0.0102 2000 19.58 4.46 0.0102 2000 5.11 0.03 91.14 -71.5533 -365.37
T3S3 Miscanthus
1.2 0.0102 2100 25.7 4.98 0.0102 2100 6.74 0.03 106.9 -81.1698 -315.79
T3S1 Panicum
1 0.0102 1800 18.36 4.44 0.0102 1800 4.12 0.022 81.61 -63.24904 -344.49
T3S2 Panicum
0.96 0.0102 2000 19.58 4.46 0.0102 2000 4.06 0.022 91.07 -71.48932 -365.04
T3S3 Panicum
1.2 0.0102 2100 25.7 4.98 0.0102 2100 6.03 0.022 106.8 -81.10026 -315.52
237
Sulfur, S
Total Massin = Total Massout
Total [(Concentrationin)*(Volumein )] = Total [(Concentrationout)*(Volumeout)]
Σi [Soil(CinVin ρsoil) ] = Σo [Soil(CoutVout ρsoil )] + Plant Tissue(CoutVout ρplant-tissue )]
Approximate density of the soils:
Soil 1 (sandy) ρSoil1 = 1800 kg/m3
Soil 2 (gravel) ρSoil1 = 2000 kg/m3
Soil 3 (silty) ρSoil1 = 2100 kg/m3
Trial 1
Camelina sativa
Soil 1: [(1010 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((793 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (0.00 mg/kg dry * 0.0011 kg)] =
= 0.0040 kg or 3.98 g
Soil 2: [(411 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((545 mg/kg dry) * (0.0102
m3) * (2000 kg/m
3)) + (6150 mg/kg dry * 0.0011 kg)] =
= - 0.003 kg or - 2.74 g
Soil 3: [(2440 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((4580 mg/kg dry) *
(0.0102 m3) * (2100 kg/m
3)) + (0.00 mg/kg dry * 0.0011 kg)] =
= - 0.046 kg or - 45.84 g
Miscanthus giganteous
Soil 1: [(1010 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((782 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (2290 mg/kg dry * 0.011 kg)] =
= 0.004 kg or 4.15 g
Soil 2: [(411 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((441 mg/kg dry) * (0.0102
m3) * (2000 kg/m
3)) + (1770 mg/kg dry * 0.011 kg)] =
= - 0.001 kg or - 0.63 g
238
Soil 3: [(2440 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((2540 mg/kg dry) *
(0.0102 m3) * (2100 kg/m
3)) + (2240 mg/kg dry * 0.011 kg)] =
= - 0.002 kg or - 2.17 g
Panicum virgatum
Soil 1: [(1010 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((754 mg/kg dry) * (0.0102
m3) * (1800 kg/m
3)) + (1880 mg/kg dry * 0.008 kg)] =
= 0.005 kg or 4.69 g
Soil 2: [(411 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((523 mg/kg dry) * (0.0102
m3) * (2000 kg/m
3)) + (2540 mg/kg dry * 0.008 kg)] =
= - 0.002 kg or - 2.31 g
Soil 3: [(2440 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((2720 mg/kg dry) *
(0.0102 m3) * (2100 kg/m
3)) + (3550 mg/kg dry * 0.008 kg)] =
= - 0.006 kg or - 6.03 g
Trial 2
Camelina sativa
Soil 1: [(1010 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((1040 mg/kg dry) *
(0.0102 m3) * (1800 kg/m
3)) + (6900 mg/kg dry * 0.0032 kg)] =
= - 0.0010 kg or - 0.57 g
Soil 2: [(411 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((735 mg/kg dry) * (0.0102
m3) * (2000 kg/m
3)) + (10100 mg/kg dry * 0.0032 kg)] =
= - 0.007 kg or - 6.64 g
Soil 3: [(2440 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((2600 mg/kg dry) *
(0.0102 m3) * (2100 kg/m
3)) + (0.00 mg/kg dry * 0.0032 kg)] =
= - 0.003 kg or - 3.43 g
Miscanthus giganteous
Soil 1: [(1010 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((1040 mg/kg dry) *
(0.0102 m3) * (1800 kg/m
3)) + (1640 mg/kg dry * 0.030 kg)] =
= - 0.001 kg or - 0.60 g
239
Soil 2: [(411 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((735 mg/kg dry) * (0.0102
m3) * (2000 kg/m
3)) + (1800 mg/kg dry * 0.030 kg)] =
= - 0.007 kg or - 6.66 g
Soil 3: [(2440 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((2600 mg/kg dry) *
(0.0102 m3) * (2100 kg/m
3)) + (1060 mg/kg dry * 0.030 kg)] =
= 0.047 kg or 46.66 g
Panicum virgatum
Soil 1: [(1010 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((1040 mg/kg dry) *
(0.0102 m3) * (1800 kg/m
3)) + (1780 mg/kg dry * 0.022 kg)] =
= - 0.001 kg or - 0.59 g
Soil 2: [(411 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((735 mg/kg dry) * (0.0102
m3) * (2000 kg/m
3)) + (1880 mg/kg dry * 0.022 kg)] =
= - 0.007 kg or - 6.65 g
Soil 3: [(2440 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((2600 mg/kg dry) *
(0.0102 m3) * (2100 kg/m
3)) + (2050 mg/kg dry * 0.022 kg)] =
= 0.047 kg or 46.65 g
Trial 3
Camelina sativa
Soil 1: [(1010 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((1040 mg/kg dry) *
(0.0102 m3) * (1800 kg/m
3)) + (10500 mg/kg dry * 0.0032 kg)] =
= - 0.001 kg or - 0.58 g
Soil 2: [(411 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((735 mg/kg dry) * (0.0102
m3) * (2000 kg/m
3)) + (0.00 mg/kg dry * 0.0032 kg)] =
= - 0.007 kg or - 6.61 g
Soil 3: [(2440 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((2600 mg/kg dry) *
(0.0102 m3) * (2100 kg/m
3)) + (0.00 mg/kg dry * 0.0032 kg)] =
= 0.047 kg or 46.70 g
Miscanthus giganteous
Soil 1: [(1010 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((1040 mg/kg dry) *
(0.0102 m3) * (1800 kg/m
3)) + (1810 mg/kg dry * 0.030 kg)] =
= - 0.001 kg or - 0.61 g
240
Soil 2: [(411 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((735 mg/kg dry) * (0.0102
m3) * (2000 kg/m
3)) + (1500 mg/kg dry * 0.030 kg)] =
= - 0.007 kg or - 6.66 g
Soil 3: [(2440 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((2600 mg/kg dry) *
(0.0102 m3) * (2100 kg/m
3)) + (1160 mg/kg dry * 0.030 kg)] =
= 0.047 kg or 46.66 g
Panicum virgatum
Soil 1: [(1010 mg/kg dry) * (0.0102 m3) * (1800 kg/m
3)] = Σ[((1040 mg/kg dry) *
(0.0102 m3) * (1800 kg/m
3)) + (2460 mg/kg dry * 0.022 kg)] =
= - 0.001 kg or - 0.61
Soil 2: [(411 mg/kg dry) * (0.0102 m3) * (2000 kg/m
3)] = Σ[((735 mg/kg dry) * (0.0102
m3) * (2000 kg/m
3)) + (1830 mg/kg dry * 0.022 kg)] =
= - 0.007 kg or - 6.65 g
Soil 3: [(2440 mg/kg dry) * (0.0102 m3) * (2100 kg/m
3)] = Σ[((2600 mg/kg dry) *
(0.0102 m3) * (2100 kg/m
3)) + (2190 mg/kg dry * 0.022 kg)] =
= - 0.004 kg or - 3.48 g
241
Trial
Sulfur
MassIn Massout
Total Mass
Balance, g Percent of input
Cin Vin ρin Total in Soil Cout
Soil Vout
ρout Plant tissue Cout
Plant tissue Mout
Total Out
T1S1 Camelina 1010 0.01 1800 18.5436 793 0.01 1800 0 0.001 14.559 3.984 21.49
T1S2 Camelina 411 0.01 2000 8.3844 545 0.01 2000 6150 0.001 11.125 -2.740 -32.68
T1S3 Camelina 2440 0.01 2100 52.2648 4580 0.01 2100 0 0.001 98.104 -45.839 -87.70
T1S1 Miscanthus
1010 0.01 1800 18.5436 782 0.01 1800 2290 0.011 14.383 4.161 22.44
T1S2 Miscanthus
411 0.01 2000 8.3844 441 0.01 2000 1770 0.011 9.016 -0.631 -7.53
T1S3 Miscanthus
2440 0.01 2100 52.2648 2540 0.01 2100 2240 0.011 54.431 -2.167 -4.15
T1S1 Panicum 1010 0.01 1800 18.5436 754 0.01 1800 1880 0.008 13.858 4.685 25.27
T1S2 Panicum 411 0.01 2000 8.3844 523 0.01 2000 2540 0.008 10.690 -2.305 -27.49
T1S3 Panicum 2440 0.01 2100 52.2648 2720 0.01 2100 3550 0.008 58.291 -6.026 -11.53
T2S1 Camelina 1010 0.01 1800 18.5436 1040 0.01 1800 6900 0.003 19.116 -0.573 -3.09
T2S2 Camelina 411 0.01 2000 8.3844 735 0.01 2000 10100 0.003 15.026 -6.642 -79.22
T2S3 Camelina 2440 0.01 2100 52.2648 2600 0.01 2100 0 0.003 55.692 -3.427 -6.56
T2S1 Miscanthus
1010 0.01 1800 18.5436 1040 0.01 1800 1640 0.03 19.144 -0.600 -3.24
T2S2 Miscanthus
411 0.01 2000 8.3844 735 0.01 2000 1800 0.03 15.048 -6.664 -79.48
T2S3 Miscanthus
2440 0.01 2100 52.2648 260 0.01 2100 1060 0.03 5.601 46.664 89.28
T2S1 Panicum 1010 0.01 1800 18.5436 1040 0.01 1800 1780 0.022 19.134 -0.590 -3.18
T2S2 Panicum 411 0.01 2000 8.3844 735 0.01 2000 1880 0.022 15.035 -6.651 -79.33
T2S3 Panicum 2440 0.01 2100 52.2648 260 0.01 2100 2050 0.022 5.614 46.651 89.26
T3S1 Camelina 1010 0.01 1800 18.5436 1040 0.01 1800 10500 0.003 19.128 -0.584 -3.15
T3S2 Camelina 411 0.01 2000 8.3844 735 0.01 2000 0 0.003 14.994 -6.610 -78.83
T3S3 Camelina 2440 0.01 2100 52.2648 260 0.01 2100 0 0.003 5.569 46.696 89.34
T3S1 Miscanthus
1010 0.01 1800 18.5436 1040 0.01 1800 1810 0.03 19.149 -0.605 -3.26
T3S2 Miscanthus
411 0.01 2000 8.3844 735 0.01 2000 1500 0.03 15.039 -6.655 -79.37
T3S3 Miscanthus
2440 0.01 2100 52.2648 260 0.01 2100 1160 0.03 5.604 46.661 89.28
T3S1 Panicum 1010 0.01 1800 18.5436 1040 0.01 1800 2460 0.022 19.149 -0.605 -3.26
T3S2 Panicum 411 0.01 2000 8.3844 735 0.01 2000 1830 0.022 15.034 -6.650 -79.31
T3S3 Panicum 2440 0.01 2100 52.2648 2600 0.01 2100 2190 0.022 55.740 -3.475 -6.65