welcome to analysis/fractionation and speciation of water samples module 19; kjm-mena4010

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Page 1: Welcome to Analysis/fractionation and speciation of water samples Module 19; KJM-MENA4010

Welcome to Welcome to Analysis/fractionation and Analysis/fractionation and

speciation of water samples speciation of water samples Module 19; KJM-MENA4010Module 19; KJM-MENA4010

Page 2: Welcome to Analysis/fractionation and speciation of water samples Module 19; KJM-MENA4010

ModuleModule plan, Week 1 plan, Week 1See: See:

http://www.uio.no/studier/emner/matnat/kjemi/KJM-MENA4010/h12/moduler/analyser_fraksjonering_vannprover.xml

Thursday November 8th;Thursday November 8th; LectureLecture, V205, hr. 08:15 – 10:00 , V205, hr. 08:15 – 10:00

• Difference between total analysis, fractionation and speciesDifference between total analysis, fractionation and species• The significance of species activities rather than total concentration The significance of species activities rather than total concentration

in terms of mobility and toxicityin terms of mobility and toxicity• Chemical analytical speciation and fractionation methods Chemical analytical speciation and fractionation methods • Research strategyResearch strategy• Water sampling from different compartments Water sampling from different compartments

of the environmentof the environment• Sampling strategies for environmental samplesSampling strategies for environmental samples

Field workField work, Vansjø, hr. 10:00 ~ 17:00, Vansjø, hr. 10:00 ~ 17:00• Visit to Morsa – Vansjø watershedVisit to Morsa – Vansjø watershed• Sampling of water samples from Dalen watershed, along a forest to Sampling of water samples from Dalen watershed, along a forest to

agricultural gradient in the Gashus stream and tributaries to Vansjø, agricultural gradient in the Gashus stream and tributaries to Vansjø, and Vansjø lakeand Vansjø lake

Page 3: Welcome to Analysis/fractionation and speciation of water samples Module 19; KJM-MENA4010

ModuleModule plan, Week 1 plan, Week 1

Friday, November 9th;Friday, November 9th; LectureLecture, V130, hr. 08:15 – 09:00 , V130, hr. 08:15 – 09:00

• Important species in natural water samplesImportant species in natural water samples• Central equilibriums in natural water samples Central equilibriums in natural water samples • Concentrations and activitiesConcentrations and activities

LabworkLabwork, hr. 09:15 ~ 17:00, hr. 09:15 ~ 17:00• HSE protocols HSE protocols • Sample preparationSample preparation

Filtration, UV oxidationFiltration, UV oxidation

• Analysis of: Analysis of: pH, Conductivity, UV/VIS absorbency, Alkalinity, Al fractionspH, Conductivity, UV/VIS absorbency, Alkalinity, Al fractions

• Presentation of instruments:Presentation of instruments: Major Anions and Cations on IC, TOC, ICP Major Anions and Cations on IC, TOC, ICP

Page 4: Welcome to Analysis/fractionation and speciation of water samples Module 19; KJM-MENA4010

Module plan, Week 2Module plan, Week 2

Thursday, November 15th;Thursday, November 15th; LectureLecture, V130, hr. 09:15 – 11:00, V130, hr. 09:15 – 11:00

• Challenges with simultaneous equilibriumChallenges with simultaneous equilibrium• Speciation programs (MINEQL)Speciation programs (MINEQL)

PC labPC lab, V152, hr. 11:15 – 16:00, V152, hr. 11:15 – 16:00• Practice in using MINEQLPractice in using MINEQL

Friday, November 16th Friday, November 16th Independent report writing Independent report writing

Page 5: Welcome to Analysis/fractionation and speciation of water samples Module 19; KJM-MENA4010

Difference between Difference between total analysis, total analysis,

fractionation and fractionation and speciationspeciation

KJM MENA 4010KJM MENA 4010Module 19Module 19

Page 6: Welcome to Analysis/fractionation and speciation of water samples Module 19; KJM-MENA4010

What is speciation and fractionation?What is speciation and fractionation?

SpeciationSpeciation**

SpecificSpecific form of an element defined as to form of an element defined as to electronic or oxidation state, electronic or oxidation state, complex or molecular structure complex or molecular structure and isotopic compositionand isotopic composition

* D.M. Templeton, F. Ariese, R. Cornelis, L- G. Danielsson, H. Muntau, H.P. Van Leuwen , and R. Lobinski, Pure Appl. .Chem.,2000, 72, 1453

Page 7: Welcome to Analysis/fractionation and speciation of water samples Module 19; KJM-MENA4010

FractionationFractionation**

Process of classification of an analyte or a Process of classification of an analyte or a group of analytesgroup of analytes from a certain sample from a certain sample according to physical (e.g. size, solubility) according to physical (e.g. size, solubility) or chemical (e.g. bonding, reactivity) or chemical (e.g. bonding, reactivity) propertiesproperties

* D.M. Templeton, F. Ariese, R. Cornelis, L- G. Danielsson, H. Muntau, H.P. Van Leuwen , and R. Lobinski, Pure Appl. .Chem.,2000, 72, 1453.

Page 8: Welcome to Analysis/fractionation and speciation of water samples Module 19; KJM-MENA4010

Why is chemical speciation Why is chemical speciation important?important?

Solubility and Solubility and mobilitymobility of a compound depend on of a compound depend on in which form it can exist in solutionin which form it can exist in solution

Fe(III) is insoluble, while Fe(II) is solubleFe(III) is insoluble, while Fe(II) is soluble The The bioavailabilitybioavailability of metals and their of metals and their

physiological and toxicological effects physiological and toxicological effects depend on the actual species present depend on the actual species present – not on the total concentration– not on the total concentration

Examples: Examples: • Cr (VI) more toxic than Cr (III)Cr (VI) more toxic than Cr (III)• Organometallic Hg, Pb, and Sn are Organometallic Hg, Pb, and Sn are moremore toxic than inorganic toxic than inorganic

Methylmercury (CHMethylmercury (CH33HgHg++) readily passes through cell walls. ) readily passes through cell walls. It is far more toxic than inorganic formsIt is far more toxic than inorganic forms

• Organometallic Al, As and Cu are Organometallic Al, As and Cu are lessless toxic than inorganic forms toxic than inorganic forms Inorganic Al are more toxic to aquatic organism Inorganic Al are more toxic to aquatic organism

than Al bound to organic ligand than Al bound to organic ligand Copper toxicity correlates with free Cu-ion conc.Copper toxicity correlates with free Cu-ion conc.

- has reduced toxicity in the presence of organic matter- has reduced toxicity in the presence of organic matter

Page 9: Welcome to Analysis/fractionation and speciation of water samples Module 19; KJM-MENA4010

E.g. AluminumE.g. Aluminum The environmental and biological effects The environmental and biological effects

of Al are associated with the forms present of Al are associated with the forms present in aquatic systemin aquatic system

In aquatic systems, Al exists mainly as:In aquatic systems, Al exists mainly as:• Free aqueous AlFree aqueous Al3+3+ , AlOH , AlOH2+2+ , Al(OH) , Al(OH)++, Al(OH), Al(OH)33 and Al(OH) and Al(OH)4 –4 –

• AlFAlF2+2+ , AlF , AlF22++, AlF, AlF33

• monomeric SOmonomeric SO442–2– complexes, Al-Org complexes, Al-Org

Al speciation depend on soln. pH & conc. of ligandAl speciation depend on soln. pH & conc. of ligand

Toxicity:Toxicity:• AlAl3+3+, AlOH, AlOH2+2+, Al(OH), Al(OH)++ are are more toxicmore toxic• Al-FAl-Fxx and Al-Org are and Al-Org are less toxicless toxic

Page 10: Welcome to Analysis/fractionation and speciation of water samples Module 19; KJM-MENA4010

pH dependence on Al speciationpH dependence on Al speciationMINEQL calculationsMINEQL calculations

Tot [Al] = 1E-5 M

[SO42-] = 1E-4 M

[F-] = 1E-6 M

Page 11: Welcome to Analysis/fractionation and speciation of water samples Module 19; KJM-MENA4010

G.W Brummer In the : Bernhard M, Brickman FE, Sadler PJ (eds) The importance of chemical “speciation” in environmental process. Springer, Berlin Heidelberg New York, 1986, p 170

Mobility of metals in soil and soil solution

Page 12: Welcome to Analysis/fractionation and speciation of water samples Module 19; KJM-MENA4010

The significance of species activities The significance of species activities in terms of in terms of mobilitymobility

The distribution of an element among different species The distribution of an element among different species profoundly affects its profoundly affects its transporttransport by determining such by determining such properties as: properties as: solubility and diffusion coefficientsolubility and diffusion coefficient

Inorganic complexesInorganic complexes• Formation of hydroxides Formation of hydroxides

is often a key determinant of element solubilityis often a key determinant of element solubility • Inorganic ligands Inorganic ligands

E.g. NiClE.g. NiCl22 and NiSO and NiSO44 are water soluble are water soluble while NiO and Niwhile NiO and Ni33SS22 are highly insoluble in water are highly insoluble in water

Charge and oxidation statesCharge and oxidation states• Profoundly affect mobilityProfoundly affect mobility

E.g. The Fe(II) ion is soluble, E.g. The Fe(II) ion is soluble, whereas Fe(III) is more prone whereas Fe(III) is more prone to hydrolysis and subsequent precipitationto hydrolysis and subsequent precipitation

Organic complexesOrganic complexes• Macromolecular compounds and complexes Macromolecular compounds and complexes

Dissolved natural organic matter (DNOM) Dissolved natural organic matter (DNOM) complex heavy metals and complex heavy metals and sorb organic micro pollutants sorb organic micro pollutants enhancing thereby solubility and mobilityenhancing thereby solubility and mobility

Page 13: Welcome to Analysis/fractionation and speciation of water samples Module 19; KJM-MENA4010

The significance of species activities The significance of species activities in terms of in terms of toxicitytoxicity

The distribution of an element among different species The distribution of an element among different species profoundly affects its profoundly affects its bioavailabilitybioavailability by determining such properties as by determining such properties as Charge and distribution coefficient (KCharge and distribution coefficient (KOWOW, V, VPP))

Charge and oxidation statesCharge and oxidation states E.g. Cr(III) is an essential element, but Cr(VI) is genotoxic and carcinogenic E.g. Cr(III) is an essential element, but Cr(VI) is genotoxic and carcinogenic Toxic effect of As and its compound decreases in sequence As (III)>As (V) Toxic effect of As and its compound decreases in sequence As (III)>As (V)

Inorganic compoundsInorganic compounds• Aqueous speciesAqueous species

Heavy metals (CuHeavy metals (Cu2+2+, Cd, Cd2+2+, Zn, Zn2+2+, Pb, Pb2+2+) are commonly more toxic in their aqueous form) are commonly more toxic in their aqueous form• A few toxic Inorganic complexesA few toxic Inorganic complexes

E.g. Transient polymeric aluminum-hydroxo complexes (Al(OH)E.g. Transient polymeric aluminum-hydroxo complexes (Al(OH)33) with high toxicity) with high toxicity

Organic complexesOrganic complexes• Organometallic compoundsOrganometallic compounds

Hydrophobicity (KHydrophobicity (KOWOW) and volatility (V) and volatility (VPP) are important) are important Bioaccumulation in fatty tissues and penetration of membrane barriers Bioaccumulation in fatty tissues and penetration of membrane barriers

• E.g. MeHgE.g. MeHg• Macromolecular compounds and complexesMacromolecular compounds and complexes

Heavy metals and organic micro pollutants bound to DNOM Heavy metals and organic micro pollutants bound to DNOM are generally considered less toxicare generally considered less toxic

Page 14: Welcome to Analysis/fractionation and speciation of water samples Module 19; KJM-MENA4010

Effect of a pollutantEffect of a pollutant Determined by its concentration and theDetermined by its concentration and the

physical, chemical and biological characteristics physical, chemical and biological characteristics of the:of the:

• PollutantPollutant Solubility in water and Solubility in water and

organic solvent (Korganic solvent (Kowow))• BioaccumulationBioaccumulation• BiomagnificationBiomagnification

Degradability, persistence (tDegradability, persistence (t½½)) Organic complexability (KOrganic complexability (Kexex)) Density Density

• RecipientRecipient pH (speciation)pH (speciation) Stagnant conditions (redox)Stagnant conditions (redox) Hardness (Ca+Mg)Hardness (Ca+Mg) Humic contentHumic content

Bio-magnificaton

Page 15: Welcome to Analysis/fractionation and speciation of water samples Module 19; KJM-MENA4010

Total Total analysisanalysis

Most standard chemical analytical Most standard chemical analytical methods determine the methods determine the total amount (component) total amount (component) of an element in the sampleof an element in the sample AAS, ICP and ICAAS, ICP and IC The sample is typically digested The sample is typically digested

where all analyte is transferred to its where all analyte is transferred to its aqueous form prior to analysisaqueous form prior to analysis• X-Me X-Me Me(HMe(H22O)O)2,4 or 62,4 or 6

n+n+

Page 16: Welcome to Analysis/fractionation and speciation of water samples Module 19; KJM-MENA4010

Chemical analytical Chemical analytical speciationspeciation methods methods Isotopic composition

Mass spectrometry (MS) (e.g. 14C/12C) Charge and oxidation states

Selective organic complexation with spectrophotometric detection

Separation with HPLC, detection with e.g. ICP Inorganic compounds and complexes

Potentiometric determination of the activity of Free aqueous species (e.g. ion selective electrodes for H+, Free F-, Ca2+)

Organic complexes Anodic stripping voltametry on electroactive species

Organometallic compounds Separation with GC or HPLC, detection with e.g. ICP

Macromolecular compounds and complexes Size exclusion, ion-exchange, affinity and reversed phase

chromatography

Speciation

Page 17: Welcome to Analysis/fractionation and speciation of water samples Module 19; KJM-MENA4010

Problems with analytical speciation Problems with analytical speciation

Often, chemical species are Often, chemical species are not stablenot stable enough enough to be determined as suchto be determined as such During the separation and measurement process During the separation and measurement process

the partitioning of the element among its species the partitioning of the element among its species may be changedmay be changed

• New equilibriums are formed New equilibriums are formed • Intrinsic properties of measurement methods that affect the Intrinsic properties of measurement methods that affect the

equilibrium between speciesequilibrium between species For example a change in pH necessitated For example a change in pH necessitated

by the analytical procedure by the analytical procedure

Detection Limit Detection Limit (DL) problems(DL) problems When you split an analyte at low concentration then When you split an analyte at low concentration then

each specie concentration may fall below DLeach specie concentration may fall below DL

Page 18: Welcome to Analysis/fractionation and speciation of water samples Module 19; KJM-MENA4010

Solution: Solution: Chemical analytical Chemical analytical fractionationfractionation

Isolate various Isolate various classes of species classes of species of an element of an element and determine the sum of its concentrations in each class and determine the sum of its concentrations in each class

In some instances, fractionation may be refined by In some instances, fractionation may be refined by supplementary calculative speciation analysissupplementary calculative speciation analysis

With further calculations the inorganic fraction With further calculations the inorganic fraction can be subdivided into individual species can be subdivided into individual species

Fractionation

Based on Based on By means ofBy means of

SizeSize Filtration, size-exclusion chromatographyFiltration, size-exclusion chromatography

AffinityAffinity ChromatographyChromatography

SolubilitySolubilityExtractionExtraction

HydrophobicityHydrophobicity

ChargeCharge Ion-exchangeIon-exchange

ReactivityReactivity Complexation to complex-binderComplexation to complex-binder

Page 19: Welcome to Analysis/fractionation and speciation of water samples Module 19; KJM-MENA4010

ExtractionExtraction Water sampleWater sample

Solvent extractionSolvent extraction Solid Phase Extraction (SPE)Solid Phase Extraction (SPE)

• Ion exchange resins Ion exchange resins

Soil sampleSoil sample Leaching methodLeaching method

• Sonication, stirring, shaking or Sonication, stirring, shaking or soxhlet with solventsoxhlet with solvent

• Sequential Extraction (Tessier) Sequential Extraction (Tessier) • Supercritical Fluid Extraction (SFE)Supercritical Fluid Extraction (SFE)

Fractionation

CO2

Page 20: Welcome to Analysis/fractionation and speciation of water samples Module 19; KJM-MENA4010

Retains:Retains: Labile free aqueous metal ionsLabile free aqueous metal ions Labile inorganic complexesLabile inorganic complexes Labile metal organic complexLabile metal organic complex

Eluted:Eluted: Non-labile metal complexes Non-labile metal complexes

(Strong complexes)(Strong complexes)

Ion exchange resins Ion exchange resins

for fractionation of metal ions in waterfor fractionation of metal ions in water

Fractionation

Page 21: Welcome to Analysis/fractionation and speciation of water samples Module 19; KJM-MENA4010

Example;Example;Al fractionationAl fractionation

Fractionation of Fractionation of Monomeric aluminiumMonomeric aluminium from polymeric forms from polymeric forms is accomplished by is accomplished by 20 sec. complexation 20 sec. complexation with 8-hydroxyquinoline at pH 8.3 with subsequent with 8-hydroxyquinoline at pH 8.3 with subsequent solvent extraction into MIBK organic phasesolvent extraction into MIBK organic phase

Organic bound monomeric aluminiumOrganic bound monomeric aluminium is separated from is separated from inorganic aluminium (mainly labile) by trapping the latter inorganic aluminium (mainly labile) by trapping the latter fraction on an Amberlight IR-120 ion exchange columnfraction on an Amberlight IR-120 ion exchange column

The Al concentrations in the organic extracts are The Al concentrations in the organic extracts are determined photometrically determined photometrically

Page 22: Welcome to Analysis/fractionation and speciation of water samples Module 19; KJM-MENA4010

Chemical analytical fractionation; Chemical analytical fractionation; ShortcomingsShortcomings

The discrimination The discrimination inherent in the inherent in the method can be more method can be more or less selective but or less selective but it is not absoluteit is not absolute Small variations in the Small variations in the

methodical cut-off may methodical cut-off may cause significant cause significant variations in the resultvariations in the result

I.e. Operationally I.e. Operationally defineddefined

Small variations in the cutoff will often give large variations in the results

Page 23: Welcome to Analysis/fractionation and speciation of water samples Module 19; KJM-MENA4010

Research strategyResearch strategy CollectCollect samples samples

accordingaccording to a sampling to a sampling strategystrategy - - capturingcapturing the span in parameters the span in parameters to be to be determineddetermined

Conduct chemical analysisConduct chemical analysis Compile other explanatory data Compile other explanatory data

(e.g. land-use, runoff) that may (e.g. land-use, runoff) that may provide measures for important provide measures for important pressures pressures

Deduce empirical relationships Deduce empirical relationships between environmental parameters between environmental parameters describing the system being studieddescribing the system being studied

AssessAssess especiallyespecially thethe relationships relationships betweenbetween explanatory-explanatory- and and responseresponse variablesvariables

Correlation, cluster and PCACorrelation, cluster and PCA Induce chemical concepts in the Induce chemical concepts in the

interpretation of the empirical interpretation of the empirical relationshipsrelationships

Al(OH)3 + 3H+ Al3+ + 3H2O

Dolomite

Kaolini

te

Org

anic

I llite

Humic

cover

Anatase

TiO2

MgOAl2O

3K2

O

Musco

vite

Out

crop

Fore

stSilt

Clay

Calcite

MnO

Chlorite

Fe2O3

Beac

h

Mora

ine

Other la

nd us

eCaO

Orth

oclas

eSiO

2Na2

OAlbi

te

Qua

rtzpH

Marine

AgricSan

dOther

Pyrite

Marine

con

t.LO

I

75,53

83,69

91,84

100,00

Variables

Similarity

DendrogramSingle Linkage; Correlation Coefficient Distance

Page 24: Welcome to Analysis/fractionation and speciation of water samples Module 19; KJM-MENA4010

Water sampling from different Water sampling from different compartments of the environmentcompartments of the environment

Page 25: Welcome to Analysis/fractionation and speciation of water samples Module 19; KJM-MENA4010

Sampling and sample preparationSampling and sample preparation

SoilSoil Sample genetic horizonsSample genetic horizons DryingDrying Sieving (2 mm)Sieving (2 mm) StorageStorage

Soil waterSoil water Samples from different Samples from different

soil genetic horizonssoil genetic horizons Filtration (through 0.45µm filter)Filtration (through 0.45µm filter) Conservation (biocide, acid, cooling)Conservation (biocide, acid, cooling)

Page 26: Welcome to Analysis/fractionation and speciation of water samples Module 19; KJM-MENA4010

Sample conservationSample conservation Content of labile substances in water sample can be altered due Content of labile substances in water sample can be altered due

to the chemical, physical, and biological reactions during to the chemical, physical, and biological reactions during transport and storage transport and storage

Nutrients: PONutrients: PO443-3-, NH, NH44

++, NO, NO33--, Silicates, Silicates

Volatile: HCOVolatile: HCO33-- pH > 5.5 pH > 5.5

Best is to analyze labile parameters Best is to analyze labile parameters immediately upon arrival at labimmediately upon arrival at lab

Reduce biological activity by:Reduce biological activity by: Refrigeration –Freezing (hysteresis effect)Refrigeration –Freezing (hysteresis effect) Store in dark Store in dark Add Biocide HgClAdd Biocide HgCl22, Azid (may release nutrients), Azid (may release nutrients) Filtering through 0,2um filterFiltering through 0,2um filter Acid HAcid H22SOSO44

Trace metal conservation : Acidification to pH<2 with HNOTrace metal conservation : Acidification to pH<2 with HNO33 Special: Hg with ClSpecial: Hg with Cl--

Page 27: Welcome to Analysis/fractionation and speciation of water samples Module 19; KJM-MENA4010

The procedure The procedure should notshould not disturb disturb the chemical equilibrium between the chemical equilibrium between the different forms of the elements the different forms of the elements that exist in a given matrixthat exist in a given matrix

Chemical equilibriums in water are effected by Chemical equilibriums in water are effected by change in:change in: pH, ppH, p, temperature (light), temperature (light)

Problem associated with sampling, storage and Problem associated with sampling, storage and sample preparation for speciation/fractionation sample preparation for speciation/fractionation

Page 28: Welcome to Analysis/fractionation and speciation of water samples Module 19; KJM-MENA4010

Water sampling equipmentWater sampling equipment DepositionDeposition

1.1. Bulk precipitationBulk precipitation2.2. Wet onlyWet only3.3. ThroughfallThroughfall

a)a) CanopyCanopyb)b) Ground vegetation Ground vegetation

Soil waterSoil water4.4. Percolation lysimeterPercolation lysimeter5.5. Suction lysimeterSuction lysimeter

RunoffRunoff6.6. V-notch weirV-notch weir

Lake Lake 7.7. Nansen collectorNansen collector

1 2 3

4

5 7

6

Page 29: Welcome to Analysis/fractionation and speciation of water samples Module 19; KJM-MENA4010

Sampling strategySampling strategy

Large spatial and Large spatial and temporal variationtemporal variation

Worst case or Worst case or representativerepresentative Spatial variation:Spatial variation:

• Regional or HotspotsRegional or Hotspots

Page 30: Welcome to Analysis/fractionation and speciation of water samples Module 19; KJM-MENA4010

Temporal variationTemporal variation Seasonal & ClimateSeasonal & Climate Runoff concentrations of

both solutes and suspended material show large variations both seasonal and as a function of discharge

Discharge and concentration measured continuously in runoff water from a small catchment in Norway and N Sweden

Deelstra et al., 1998, Sampling technique and strategy. In: Measuring runoff and nutrient losses from agriculturalland in Nordic countries. TemaNord, Nordic Council of Ministers, 1998:575

Page 31: Welcome to Analysis/fractionation and speciation of water samples Module 19; KJM-MENA4010
Page 32: Welcome to Analysis/fractionation and speciation of water samples Module 19; KJM-MENA4010

Point sampling strategiesPoint sampling strategies

Different water sampling strategies depending on the objectives of the measurements Study processes

• E.g. event studies Study of total loss

• Flux dependent sampling Study of chemical and/or biological conditions

• Time averaged sampling

Page 33: Welcome to Analysis/fractionation and speciation of water samples Module 19; KJM-MENA4010

Point sampling strategiesPoint sampling strategies Point sampling with variable time interval – Episode studies

Rainfall and snow melt events, which often lead to high soil and nutrient losses, influence to a high degree the sampling frequency

• Calculations of soil and nutrient losses based on this method are biased Point sampling with fixed time intervals

The accuracy of the result is strongly dependent on the sampling frequency Volume proportional point sampling

Point sampling is triggered each time a certain volume of water has passed the monitoring station. In general, load estimates based on this system leads to an improvement

Flow proportional composite water sampling An alternative to point sampling systems is volume proportional mixed

water samples. In this case a small water sample is taken, each time a volume of water has passed the monitoring station

Combined sampling Sampling systems might be combined so as best to suit its purpose

• It is assumed that the chemical concentration of runoff water during low flow periods can be considered constant

Page 34: Welcome to Analysis/fractionation and speciation of water samples Module 19; KJM-MENA4010

Integrated Integrated monitoringmonitoring