developing data consistency with models and local
TRANSCRIPT
Developing Data Consistency with Models and Local Knowledge in the Tulare Lake Hydrologic Region for Estimation of Agricultural Water Demand
CWEMF 2017 Annual MeetingMarch 21, 2017
PRESENTERFrank Qian, RMC a Woodard & Curran CompanyCOLLABORATORSSteve Ewert, Cynthia Moffett, Morteza Orang (DWR)Mesut Cayar, Saquib Najmus (RMC)
Tulare Lake HR
10.9 million acres
Accounts for 38% of total GW use in the state (2005-2010 average)
6 critically overdrafted basins
Water budget related data available through CWP and C2VSim
Agricultural Water Demand
Quantity of water needed to grow crops
Part of this need is met by precipitation
Remainder of this needs is met by Applied water (AW) which accounts for irrigation efficiencies
Three models are compared
CalAg Model
CalSIMETAW Model
C2VSim Model
California Agricultural Water Use Model (CalAg)
Developed by the DWR’s Northern Region to estimate monthly ETc and ETAW
Uses monthly pan evaporation and pan coefficient data
Simulates and aggregates volumes of on-farm crop consumptive use and applied water
Simulates historical monthly on-farm consumptive and applied water use through input of crop, soil and water supply characteristics; climatic conditions; and crop management practices.
Input data are developed for average on-farm conditions by crop type for a given region, typically a DAU/county subarea.
California Simulation of Evapotranspiration of Applied Water (CalSIMETAW)
Developed by DWR Water Use Efficiency Branch
Estimates daily soil water balance to determine ETc and ETaw for use in the California Water Plan Update.
Daily weather data, derived from monthly PRISM climate data and daily U.S. National Climate Data Center climate station data to cover California with 4×4 km grid spacing.
Uses SSURGO soil characteristic data and crop information with precipitation and ETc data to generate hypothetical water balance irrigation schedules to determine ETaw
California Central Valley Simulation Model (C2VSim)
Developed by DWR Bay Delta Office
Central Valley IWFM integrated numerical
October 1921 through September 2009.
Dynamically calculates crop water demands, allocates contributions from precipitation, soil moisture and surface water diversions, and calculates the groundwater pumpage required to meet the remaining demand.
Simulates the historical response of the Central Valley’s groundwater and surface water flow system to historical stresses
Supply and Demand Estimate Comparison
-
2,000.0
4,000.0
6,000.0
8,000.0
10,000.0
12,000.0
14,000.0
16,000.0
2001 2002 2003 2004 2005 2006 2007 2008 2009 2010
TAF
Water Year
Urban Demand - Subregion TL
CWP-CalAgCALSIMETAWC2VSim
-
2,000.0
4,000.0
6,000.0
8,000.0
10,000.0
12,000.0
14,000.0
16,000.0
2001 2002 2003 2004 2005 2006 2007 2008 2009 2010
TAF
Water Year
Ag Demand - Subregion TL
CWP-CalAgCALSIMETAWC2VSim
-
2,000.0
4,000.0
6,000.0
8,000.0
10,000.0
12,000.0
14,000.0
16,000.0
2001 2002 2003 2004 2005 2006 2007 2008 2009 2010
TAF
Water Year
Surface Water Deliveries - Subregion TL
CWP-CalAgCALSIMETAWC2VSim
-
2,000.0
4,000.0
6,000.0
8,000.0
10,000.0
12,000.0
14,000.0
16,000.0
2001 2002 2003 2004 2005 2006 2007 2008 2009 2010
TAF
Water Year
Groundwater Pumping - Subregion TL
CWP-CalAgCALSIMETAWC2VSim
Data Comparison: C2VSim vs CalSIMETAW
Crop Acreage: There is substantial difference in the input data for crop acreage and crop types between the models.
ETc (Potential Crop Evapotranspiration): There is substantial difference in the ETc values used in the two models.
Irrigation period: Irrigation periods for similar crops are not the same in the models.
Irrigation efficiency: There is substantial difference in the irrigation efficiency numbers used in the models.
Precipitation and effective precipitation: There are differences in how effective precipitation is computed in the models.
Curve number: C2VSim uses the curve number method to compute the runoff and effective precipitation that reflect an equivalent representation in CalSIMETAW, and this can be adjusted for consistency between the models.
Reuse fractions: Reuse fractions are not simulated in CalSIMETAW.
Crop Acreage Comparison (C2VSim vs CalSIMETAW)
0
100,000
200,000
300,000
400,000
500,000
600,000
700,000
PASTURE ALFALFA SUGAR BEET FIELD CROPS TRUCK CROPS TOMATO (HANDPICKED)
TOMATO(MACHINE
PICKED)
ORCHARD GRAINS VINEYARD COTTON CITRUS & OLIVES
Acr
es
C2VSim CALSIMETAW
Ag Supply Requirement after Crop Acreage Adjustment
-
2,000
4,000
6,000
8,000
10,000
12,000
14,000
16,000
1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009
TAF
C2VSim Historical CalSIMETAW C2VSim Crop Acreage
C2VSim with Adjusted Crop Acreage
C2VSim Historical Calibration
CalSIMETAW
Crop Evapotranspiration Coefficient (ETc)
-
2,000
4,000
6,000
8,000
10,000
12,000
14,000
16,000
1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009
TAF
C2VSim Historical CalSIMETAW C2VSim ETc
C2VSim with Adjusted Crop Acreage and ETc
C2VSim Historical Calibration
CalSIMETAW
Ag Supply Requirement after Irrigation Period
-
2,000
4,000
6,000
8,000
10,000
12,000
14,000
16,000
1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009
TAF
C2VSim Historical CalSIMETAW C2VSim Irrigation Period
C2VSim with Adjusted Crop Acreage, ETc, Irrigation Efficiency and Period
C2VSim Historical Calibration
CalSIMETAW
Irrigation Efficiency (C2VSim vs CalSIMETAW)
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
Pasture Alfalfa Sugar Beets Field Crops Truck Crops Tomato Tomato - HandPicked
Tomato -Machine Picked
Orchard Grains Vineyards Cotton Citrus andOlives
C2VSim CalSimetaw
Ag Supply Requirement after Irrigation Efficiency
-
2,000
4,000
6,000
8,000
10,000
12,000
14,000
16,000
1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009
TAF
C2VSim Historical CalSIMETAW C2VSim Irrigation Efficiency
C2VSim with Adjusted Crop Acreage, ETc, and Irrigation Efficiency
C2VSim Historical Calibration
CalSIMETAW
Ag Supply Requirement after Curve Number
-
2,000
4,000
6,000
8,000
10,000
12,000
14,000
16,000
1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009
TAF
C2VSim Historical CalSIMETAW C2VSim No Reuse, Curve Number
C2VSim with Adjusted Crop Acreage, ETc, Irrigation Efficiency and Period, Curve Number, and Reuse
C2VSim Historical Calibration
CalSIMETAW
Discrepancy with CalAg still Exists
-
2,000
4,000
6,000
8,000
10,000
12,000
14,000
16,000
1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009
TAF
C2VSim Historical CalSIMETAW C2VSim No Reuse, Curve Number CalAg
3 MAF vs CalAg
C2VSim with Adjusted Crop Acreage, ETc, Irrigation Efficiency and Period, Curve Number, and Reuse
CalAg
C2VSim Historical Calibration
CalSIMETAW
Crop Acreage Data Update
Data from DWR annual crop acreage estimates
Crops categories 13 vs 20 Corn, Dry Beans, Safflower, Other Field grouped into Field Crops
Almond, Pistachio, other Deciduous grouped into Orchard
Cucurbits, Onions & Garlic, Potatoes, and Truck Crops grouped into Truck Crops
Mapping Methodology
Evapotranspiration, Crop Coefficients Data Update
CalAg crop coefficient is outdated
Updated Kc for alfalfa, subtropical tree crops and garlic & onions
Revised reference ET based on PRISM and CIMIS data
ETc – Original and Revised
0
1
2
3
4
5
6
ETc
(Fee
t)
Original Revised
Irrigation Efficiency and Period Data Update
Started with Consumed Fraction from CalAg model DWR County Land Use Surveys
“Irrigation Methods” data
Seasonal Application Efficiency System efficiency tables
Discussion lead to increase in CF
CalSIMETAW Irrigation Efficiency Comparison: Original and Revised
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
Original Revised
Stepwise Data Consistency and Model Results
Water Year
Run:
C2VSIM_V0
Original
Historical
Calibration
13 crop types
Run 374 FG
IWMF v. 3.02
Run:
CALSIMETAW_V
0
i. 13 crop
ii. C2VSIM
Subregions
Run:
C2VSIM_V1
i. 13 cop
ii. Adj. Crop
acreage to match
CALSIMETAW
acreages
Run:
C2VSIM_V2
I. 13 crop
Ii. Adj. Crop
Acreage
iIi. Adj. ETc
Run:
C2VSIM_V3
i. 13 crop
ii. Adj. Crop
Acreage
iii. Adj. ETc
iv. Irrig. Period
Run:
C2VSIM_V4
i. 13 crop
ii. Adj. Crop
Acreage
iii. Adj. ETc
iv. Irrig. Period
v. Irrig. Eff.
Run:
C2VSIM_V5
i. 13 crop
ii. Adj. Crop
Acreage
iii. Adj. ETc
iv. Irrig. Period
v. Irrig. Eff.
vi. No Reuse
vi. Curve Number
Run: (20 crops)
CALSIMETAW_V1
i. C2VSIM
Subregions
Run: (20 crops)
C2VSIM_V6
i. Same Crop
Acreage as
CALSIMETAW
ii. Same Etc (Crop
Acres)
iii. Same Irrig.
Period
iv. Same Irrig. Eff
v. No Reuse
vi. Adj. Curve
Number (+4 from
Originial C2VSIM)
1999 9,091 13,092 8,853 10,592 11,401 11,116 13,155 11,279 10,833
2000 8,825 13,507 8,074 11,014 12,103 11,769 13,847 11,647 11,620
2001 8,333 13,153 8,296 10,625 11,648 11,339 13,464 11,204 11,211
2002 8,897 13,806 9,041 11,687 12,455 12,158 13,987 11,767 11,607
2003 8,355 13,470 8,421 10,995 11,833 11,548 13,638 11,281 11,200
2004 8,722 13,914 9,268 11,852 12,647 12,369 14,152 11,818 11,737
2005 7,285 12,509 7,389 9,706 10,320 10,123 12,899 10,543 10,352
2006 7,355 13,242 7,763 11,065 11,781 11,606 13,989 10,990 11,293
2007 8,679 14,075 9,464 12,191 12,877 12,675 14,182 11,593 11,533
2008 8,501 14,714 9,028 12,569 13,114 12,915 14,685 12,117 11,977
2009 8,509 14,392 9,100 12,363 12,852 12,665 14,424 11,819 11,659
Average 8,414 13,625 8,609 11,333 12,094 11,844 13,857 11,460 11,366
5.2 MAF difference 94 TAF difference
Evolution of Agricultural Demand Estimates in the Tulare Lake Hydrologic Region using CALSIMETAW and C2VSIM
20
cro
p r
un
s fo
r b
oth
mo
del
s
Final Ag Supply Requirement Estimate Comparison
-
2,000
4,000
6,000
8,000
10,000
12,000
14,000
16,000
1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009
TAF
C2VSim Historical Calibration CALSIMETAW Revised C2VSim Revised CALSIMETAW
Revised C2VSim and CalSIMETAW
C2VSim Historical Calibration
CalSIMETAW
Final Ag Supply Requirement Estimate Comparison
-
2,000
4,000
6,000
8,000
10,000
12,000
14,000
16,000
1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009
TAF
C2VSim Historical Calibration CALSIMETAW Revised C2VSim Revised CALSIMETAW CalAg
C2VSim Historical Calibration
CalSIMETAW
Revised C2VSim and CalSIMETAW
CalAg
Conclusion
All 3 models have sound analytical foundation
Revision of crop parameters resulted in much more realistic estimates of ag demand
Similar updates are planned for other HRs for CalSIMETAW for CWP Update 2018