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Landscape level hydrological modeling

&
Farm-scale modeling
Fred Kizito, Katrien Descheemaeker, Sabine Douxchamps

3 / 7 / 2012
Landscape level hydrological modeling

Fred Kizito, Katrien Descheemaeker, Sabine Douxchamps

3 / 7 / 2012
Study objectives
Modeling hydrological dynamics to quantify water
fluxes for achieving optimal crop-livestock
productivity
o Assess sub-basin scale water balance thresholds at target
sites
o Develop water allocations framework in target sites
o Recommend best-fit integrated rainwater management
strategies that maximize productivity

Andes • Ganges • Limpopo • Mekong • Nile • Volta
Study sites
 Landscape hydrological modeling:
o Conduct sub-basin water balance thresholds
o Develop a water allocations framework in target sites
o Assess water productivity in specific crop-livestock systems

Andes • Ganges • Limpopo • Mekong • Nile • Volta
Methods
• Baseline characterization has been conducted in
target sites at the household level
• Tools:

and

• SWAT hydrological modeling is physically based
– Weather, soil properties, topography, vegetation,
and land management practices data sets

• DEM:
– Used at 90 m resolution
– Watershed delineation; Stream network
Andes • Ganges • Limpopo • Mekong • Nile • Volta
Crop water use trends in Golinga

Data Source: Ministry of Food and Agriculture, Ghana
Production estimates and Regional Crop Acreage data for 1992 to 2010
- Complemented and verified with V2 Household survey data

Andes • Ganges • Limpopo • Mekong • Nile • Volta
6
Water, crops and livestock
distribution for Golinga

Source: Ramankutty et al, 2000
Processed from Global Croplands database;
Complemented with Ghana MoFA Data
and V2 Household data

Source: Processed from FAO
Geo-portal data
-Not checked against V2 HH data

Andes • Ganges • Limpopo • Mekong • Nile • Volta
7
Water Balance Components for
Golinga
1200

Calibration

Validation

800

600

400

200

0
1980
1981
1982
1983
1984
1985
1986
1987
1988
1989
1990
1991
1992
1993
1994
1995
1996
1997
1998
1999
2000
2001
2002
2003
2004
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014

Rainfall (mm) and Discharge (mm)

1000

Simulated

Warm-up

Rainfall (mm)

Surface Water Discharge (mm)

Percolation (mm)

Groundwater Discharge (mm)

Evapotranspiration (mm)

Andes • Ganges • Limpopo • Mekong • Nile • Volta
8
Conclusion
Milestones:
• Cropping density and livestock distribution ascertained for all study
sites; Water balance thresholds calculated for all study sites
• Currently developing crop-livestock water productivity maps for all
target sites
• Landscape outputs from water allocations and water balance will
complement farm-level flows analysis
Conclusion
• Hydrological analysis indicated that reservoirs play a critical role in
maintaining storage and reducing surface runoff losses at subbasin scale

Andes • Ganges • Limpopo • Mekong • Nile • Volta
Farm-scale modeling

Fred Kizito, Katrien Descheemaeker, Sabine Douxchamps

3 / 7 / 2012
Objectives
Identify and evaluate promising interventions for
improved farm productivity
•
•
•
•
•
•
•

Extrapolating field results in space and time
Aggregate field level outputs to farm level
Scenario analysis: exploring options
Risk analysis
Tradeoff analysis (tradeoffs in resource allocation)
Identifying issues for further (field) research
Discussion and decision support tool: informing the
innovation platform
Andes • Ganges • Limpopo • Mekong • Nile • Volta
NPK
NPK
NPK

Giller et al. 2010

Andes • Ganges • Limpopo • Mekong • Nile • Volta

Options
NUANCES-FARMSIM: farm-scale modeling approach

Andes • Ganges • Limpopo • Mekong • Nile • Volta
Tittonell et al. (2007) Fld Crops Res. 100, 348-368; Rufino et al. (2007) Livestock Sci. 112, 273-287; Chikowo et al. (2008) Ag. Syst.
97, 151-166; Tittonell et al. (2009) Ag. Syst. 101, 1-19; van Wijk et al. (2009) Ag. Syst. 102, 89-101; Tittonell et al. (2010) E. J Agron.
32, 10-21.
APSIM (Agricultural Production Systems sIMulator)

Andes • Ganges • Limpopo • Mekong • Nile • Volta
Constraint analysis
Example of feedbase in villages around Golinga reservoir

In-house
feeding

Grazing

Feed gap
Andes • Ganges • Limpopo • Mekong • Nile • Volta
Scenario Analysis
Baseline situation
• 1.5 ha farm
• household of 8 people
• crops: millet, sorghum and cowpea intercropped
• no crop residue stored for cattle
• 3 breeding cows, sells at 4-5 years, herd of 8-10

Andes • Ganges • Limpopo • Mekong • Nile • Volta

Adapted from McDonald (2010)
Scenario Analysis
Baseline
Animals sold (10y)

5-6

Animals on hand

12-13

Forage deficit

7000

Wet season labour

+50

Cattle revenue

34000

Gross Margin*

515000

Cash balance

-3000

* - including home consumption

Andes • Ganges • Limpopo • Mekong • Nile • Volta

Adapted from McDonald (2010)
Scenario Analysis
Baseline
Animals sold (10y)

Manure
(4 t/ha)

5-6

6-7

Animals on hand

12-13

13

Forage deficit

7000

6000

Wet season labour

+50

+20

Cattle revenue

34000

37000

Gross Margin

515000

637000

Cash balance

-3000

109000

Andes • Ganges • Limpopo • Mekong • Nile • Volta

Adapted from McDonald (2010)
Scenario Analysis
Baseline
Animals sold (10y)

Manure
(4 t/ha)

Crop residue
harvesting

5-6

6-7

7-8

Animals on hand

12-13

13

13

Forage deficit

7000

6000

3000

Wet season labour

+50

+20

+10

Cattle revenue

34000

37000

41000

Gross Margin

515000

637000

671000

Cash balance

-3000

109000

140000

Andes • Ganges • Limpopo • Mekong • Nile • Volta

Adapted from McDonald (2010)
Scenario Analysis
Baseline

Calves sold (10y)

Manure
(4 t/ha)

Crop
residue
harvesting

Sell cow, buy
10 sheep &
fatten

5-6

6-7

7-8

6-7

Cattle on hand

12-13

13

13

9-10

Forage deficit

7000

6000

3000

4400

Wet season labour

+50

+20

+10

+50

Livestock revenue

34000

37000

41000

96000

Gross Margin

515000

637000

671000

739000

Cash balance

-3000

109000

140000

205000

Andes • Ganges • Limpopo • Mekong • Nile • Volta

Adapted from McDonald (2010)
Scenario Analysis
Discussion support tool  Learning tool

Andes • Ganges • Limpopo • Mekong • Nile • Volta

Adapted from McDonald (2010)
Simulation experiment

Andes • Ganges • Limpopo • Mekong • Nile • Volta
Simulation experiment

Lessons:
- Fertilizer increases average yield, but also production risk
- Information on risk is useful for insurance providers (partner in the IPs?)
Andes •
- Water and Ganges • Limpopo • Mekong • Nile • are interlinked
nutrient use efficiency Volta
Tradeoff analysis
Understanding resource allocation decisions
Resources are finite; directing them to one objective
will penalize other objectives
•
•
•

Labor: weeding vs. marketing produce
Cash: fertilizers vs. hiring labor for weeding
Crop residues: soil organic matter vs. livestock feeding

Andes • Ganges • Limpopo • Mekong • Nile • Volta
concentrates

Andes • Ganges • Limpopo • Mekong • Nile • Volta

fertilizer

Tradeoff analysis
concentrates

Andes • Ganges • Limpopo • Mekong • Nile • Volta

fertilizer

Tradeoff analysis
concentrates

Andes • Ganges • Limpopo • Mekong • Nile • Volta

fertilizer

Tradeoff analysis
concentrates

Andes • Ganges • Limpopo • Mekong • Nile • Volta

fertilizer

Tradeoff analysis
concentrates

Andes • Ganges • Limpopo • Mekong • Nile • Volta

fertilizer

Tradeoff analysis
concentrates

fertilizer

Tradeoff analysis

Lessons:

- Tradeoff analysis helps us in systems understanding
- LinkedAndes • Ganges • Limpopo • Mekongsocio-institutional settings (e.g. market) and farmers’
with understanding of • Nile • Volta
objectives, this can be used to design well-adapted interventions
Conclusions
Farm systems models are useful tools

for research to
- Understand complex farm dynamics, including farmer
decision making
- Identify topics for further (field) research
for development through
- Assisting in the development of adapted interventions
- Generation of information for discussion support (in IPs)
! Need for high quality input data

Andes • Ganges • Limpopo • Mekong • Nile • Volta
Merci pour votre attention!
Thanks for your attention!

Andes • Ganges • Limpopo • Mekong • Nile • Volta

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Landscape Level Hydrological Modeling and Farm Scale Modeling in the Volta River Basin

  • 1. Landscape level hydrological modeling & Farm-scale modeling Fred Kizito, Katrien Descheemaeker, Sabine Douxchamps 3 / 7 / 2012
  • 2. Landscape level hydrological modeling Fred Kizito, Katrien Descheemaeker, Sabine Douxchamps 3 / 7 / 2012
  • 3. Study objectives Modeling hydrological dynamics to quantify water fluxes for achieving optimal crop-livestock productivity o Assess sub-basin scale water balance thresholds at target sites o Develop water allocations framework in target sites o Recommend best-fit integrated rainwater management strategies that maximize productivity Andes • Ganges • Limpopo • Mekong • Nile • Volta
  • 4. Study sites  Landscape hydrological modeling: o Conduct sub-basin water balance thresholds o Develop a water allocations framework in target sites o Assess water productivity in specific crop-livestock systems Andes • Ganges • Limpopo • Mekong • Nile • Volta
  • 5. Methods • Baseline characterization has been conducted in target sites at the household level • Tools: and • SWAT hydrological modeling is physically based – Weather, soil properties, topography, vegetation, and land management practices data sets • DEM: – Used at 90 m resolution – Watershed delineation; Stream network Andes • Ganges • Limpopo • Mekong • Nile • Volta
  • 6. Crop water use trends in Golinga Data Source: Ministry of Food and Agriculture, Ghana Production estimates and Regional Crop Acreage data for 1992 to 2010 - Complemented and verified with V2 Household survey data Andes • Ganges • Limpopo • Mekong • Nile • Volta 6
  • 7. Water, crops and livestock distribution for Golinga Source: Ramankutty et al, 2000 Processed from Global Croplands database; Complemented with Ghana MoFA Data and V2 Household data Source: Processed from FAO Geo-portal data -Not checked against V2 HH data Andes • Ganges • Limpopo • Mekong • Nile • Volta 7
  • 8. Water Balance Components for Golinga 1200 Calibration Validation 800 600 400 200 0 1980 1981 1982 1983 1984 1985 1986 1987 1988 1989 1990 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 Rainfall (mm) and Discharge (mm) 1000 Simulated Warm-up Rainfall (mm) Surface Water Discharge (mm) Percolation (mm) Groundwater Discharge (mm) Evapotranspiration (mm) Andes • Ganges • Limpopo • Mekong • Nile • Volta 8
  • 9. Conclusion Milestones: • Cropping density and livestock distribution ascertained for all study sites; Water balance thresholds calculated for all study sites • Currently developing crop-livestock water productivity maps for all target sites • Landscape outputs from water allocations and water balance will complement farm-level flows analysis Conclusion • Hydrological analysis indicated that reservoirs play a critical role in maintaining storage and reducing surface runoff losses at subbasin scale Andes • Ganges • Limpopo • Mekong • Nile • Volta
  • 10. Farm-scale modeling Fred Kizito, Katrien Descheemaeker, Sabine Douxchamps 3 / 7 / 2012
  • 11. Objectives Identify and evaluate promising interventions for improved farm productivity • • • • • • • Extrapolating field results in space and time Aggregate field level outputs to farm level Scenario analysis: exploring options Risk analysis Tradeoff analysis (tradeoffs in resource allocation) Identifying issues for further (field) research Discussion and decision support tool: informing the innovation platform Andes • Ganges • Limpopo • Mekong • Nile • Volta
  • 12. NPK NPK NPK Giller et al. 2010 Andes • Ganges • Limpopo • Mekong • Nile • Volta Options
  • 13. NUANCES-FARMSIM: farm-scale modeling approach Andes • Ganges • Limpopo • Mekong • Nile • Volta Tittonell et al. (2007) Fld Crops Res. 100, 348-368; Rufino et al. (2007) Livestock Sci. 112, 273-287; Chikowo et al. (2008) Ag. Syst. 97, 151-166; Tittonell et al. (2009) Ag. Syst. 101, 1-19; van Wijk et al. (2009) Ag. Syst. 102, 89-101; Tittonell et al. (2010) E. J Agron. 32, 10-21.
  • 14. APSIM (Agricultural Production Systems sIMulator) Andes • Ganges • Limpopo • Mekong • Nile • Volta
  • 15. Constraint analysis Example of feedbase in villages around Golinga reservoir In-house feeding Grazing Feed gap Andes • Ganges • Limpopo • Mekong • Nile • Volta
  • 16. Scenario Analysis Baseline situation • 1.5 ha farm • household of 8 people • crops: millet, sorghum and cowpea intercropped • no crop residue stored for cattle • 3 breeding cows, sells at 4-5 years, herd of 8-10 Andes • Ganges • Limpopo • Mekong • Nile • Volta Adapted from McDonald (2010)
  • 17. Scenario Analysis Baseline Animals sold (10y) 5-6 Animals on hand 12-13 Forage deficit 7000 Wet season labour +50 Cattle revenue 34000 Gross Margin* 515000 Cash balance -3000 * - including home consumption Andes • Ganges • Limpopo • Mekong • Nile • Volta Adapted from McDonald (2010)
  • 18. Scenario Analysis Baseline Animals sold (10y) Manure (4 t/ha) 5-6 6-7 Animals on hand 12-13 13 Forage deficit 7000 6000 Wet season labour +50 +20 Cattle revenue 34000 37000 Gross Margin 515000 637000 Cash balance -3000 109000 Andes • Ganges • Limpopo • Mekong • Nile • Volta Adapted from McDonald (2010)
  • 19. Scenario Analysis Baseline Animals sold (10y) Manure (4 t/ha) Crop residue harvesting 5-6 6-7 7-8 Animals on hand 12-13 13 13 Forage deficit 7000 6000 3000 Wet season labour +50 +20 +10 Cattle revenue 34000 37000 41000 Gross Margin 515000 637000 671000 Cash balance -3000 109000 140000 Andes • Ganges • Limpopo • Mekong • Nile • Volta Adapted from McDonald (2010)
  • 20. Scenario Analysis Baseline Calves sold (10y) Manure (4 t/ha) Crop residue harvesting Sell cow, buy 10 sheep & fatten 5-6 6-7 7-8 6-7 Cattle on hand 12-13 13 13 9-10 Forage deficit 7000 6000 3000 4400 Wet season labour +50 +20 +10 +50 Livestock revenue 34000 37000 41000 96000 Gross Margin 515000 637000 671000 739000 Cash balance -3000 109000 140000 205000 Andes • Ganges • Limpopo • Mekong • Nile • Volta Adapted from McDonald (2010)
  • 21. Scenario Analysis Discussion support tool  Learning tool Andes • Ganges • Limpopo • Mekong • Nile • Volta Adapted from McDonald (2010)
  • 22. Simulation experiment Andes • Ganges • Limpopo • Mekong • Nile • Volta
  • 23. Simulation experiment Lessons: - Fertilizer increases average yield, but also production risk - Information on risk is useful for insurance providers (partner in the IPs?) Andes • - Water and Ganges • Limpopo • Mekong • Nile • are interlinked nutrient use efficiency Volta
  • 24. Tradeoff analysis Understanding resource allocation decisions Resources are finite; directing them to one objective will penalize other objectives • • • Labor: weeding vs. marketing produce Cash: fertilizers vs. hiring labor for weeding Crop residues: soil organic matter vs. livestock feeding Andes • Ganges • Limpopo • Mekong • Nile • Volta
  • 25. concentrates Andes • Ganges • Limpopo • Mekong • Nile • Volta fertilizer Tradeoff analysis
  • 26. concentrates Andes • Ganges • Limpopo • Mekong • Nile • Volta fertilizer Tradeoff analysis
  • 27. concentrates Andes • Ganges • Limpopo • Mekong • Nile • Volta fertilizer Tradeoff analysis
  • 28. concentrates Andes • Ganges • Limpopo • Mekong • Nile • Volta fertilizer Tradeoff analysis
  • 29. concentrates Andes • Ganges • Limpopo • Mekong • Nile • Volta fertilizer Tradeoff analysis
  • 30. concentrates fertilizer Tradeoff analysis Lessons: - Tradeoff analysis helps us in systems understanding - LinkedAndes • Ganges • Limpopo • Mekongsocio-institutional settings (e.g. market) and farmers’ with understanding of • Nile • Volta objectives, this can be used to design well-adapted interventions
  • 31. Conclusions Farm systems models are useful tools for research to - Understand complex farm dynamics, including farmer decision making - Identify topics for further (field) research for development through - Assisting in the development of adapted interventions - Generation of information for discussion support (in IPs) ! Need for high quality input data Andes • Ganges • Limpopo • Mekong • Nile • Volta
  • 32. Merci pour votre attention! Thanks for your attention! Andes • Ganges • Limpopo • Mekong • Nile • Volta