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Computational approaches to address
water resources and agricultural
development challenges –
Examples from Africa, India and Europe

Jafet Andersson et al.
Major challenges
o Undernourishment (1 billion)
o Population growth (+1-2 b., 2025)
o Climate change (warmer, more
extremes, etc.)
o Water and nutrient requirements
for food production
→ environmental degradation &
resource scarcity
o Sustainable food production &
natural resources management?

Source: Barret C. Science 12 Feb 2010

Source: Barret C. Science 12 Feb 2010

Source: www.fao.org/economic/ess/food-security-statistics
Computer models can assist in providing
quantitative information

 Spatiotemporally dynamic





integration of multiple
processes, feedbacks and
scales
Systematic assessments
Estimates in unmonitored
areas
Not a solution to all problems
but one of many tools

WFD information requested for 38 000 catchments
vs. observations available at 330 sites → PUB
1. Impacts of management alternatives
in South Africa
Strategy: Intensified
management of available
resources in smallholder
farming  increased
productivity  more food

Technologies
• In situ water harvesting
• External water harvesting
• Human urine fertilization
(Ecosan)
Water Harvesting (WH)
o Ensemble of systems
o Balance variability in precipitation and
evaporation to overcome dry-spells by
enhancing soil moisture in critical dry
periods → enhanced crop yields
External WH
Ecological sanitation (Ecosan)

www.susana.org

o Human excreta:
 Conventionally: polluting waste
 Ecosan: nutrient resource to
improve soil fertility in agriculture

o Human urine fertilization:
o Low pathogen
concentrations
o Most nutrients
Knowledge gap → Aims
o Field-scale effects studied:
big variability between
different soil types, climatic
regimes, seasons, and
type of technology

o Potential effects on large
scales is unclear

o Isolated or widespread
impact on yields?

o Return flows to rivers:
ecosystems, reservoir
management?

o How does it vary in space
and time? Any consistent
patterns? What to
prioritize in different
areas?
Approach
o Scales:
 Thukela River (29,000 km2)
 South Africa (1,800,000 km2)

o Scenarios based on data from field
research & crop requirements

o Essential variables: maize yields,
evaporation and river flow

o SWAT computer model:
 process-based (hydrology,
vegetation, nutrient cycles etc.)
 explicit in space and time
 human management
o Climate processing: Voronoi
o Prediction uncertainty: SUFI-2
Yield (t ha–1)

2

Results: Current smallholder maize yields and
biophysical constraints

0

Barbier (2000)
Basic food security

Current smallholder
systems in South Africa

W = water, N = nitrogen, P = phosphorous,
T = temperature
Smallholder maize yield
South Africa

Yield (t ha–1)

Barbier (2000)

2

 Reasons:
o Soil fertility

0%

0.3%

0.3%

12%
30%

12% Significant increase  N ↑
o 12.3%
o N still primary
30% Consistent in space and time, and
constraint
o

0

for all parameterizations

Thukela
Smallholder maize yield
Ecosan nutrients limited by:

o N volatilization
o Urine quantity
Reasons:

o Soil fertility (N)
o Little runoff (0–17 mm
o
o

Commercial
250%
520%
129%
450%
20%
12%
30%

129%
36%

131%

o

season-1 for Thukela)
Low soil WHC
Uncontrolled storage
→ lateral flows
Pond storage: 95%
inflow → outflow
Evaporation & Transpiration
Ecosan → ↓ N stress → ↑ H2O uptake
T

ET = 370
mm/season on
average

H2O

ESC
H2O
River flow
Impacts
o Limited impact

o Low-flows: ↑ & 
o Peaks: ∆
Reason
o Discharge
sustained by subsurface flows Sub-surface flows
o Pond capacity

Surface runoff
2. Climate change & impacts on water resources
HYPE

Impacts
Hydrological
model
Example: Irrigation water demands
in large-scale agricultural systems
Europe

Current irrigation water demands (mm/yr)

India
3. Computation & Capacity Development:
Niger, Botswana, MENA
• Climate change 
floods, droughts, agriculture &
energy
• Participatory approach
• Open model & data
• Shared development and
analysis
• Future refinements &
application possible without
external actors
• Local ownership facilitates
sustainable management &
adaptation
Final remarks
 Computational approaches can be useful to
assess challenges and opportunities for
water resources and agricultural
development (South Africa, India, Europe,
West Africa)
 Models are not enough (people, data,
policy, institutions etc.)
 Parnter with us:
 SMHI research: hydrometeorological
modelling & capacity development
 Swedish IHP: linking water scientists in
Sweden and Africa

Contacts:
Jafet.Andersson@smhi.se
http://hypeweb.smhi.se

Selected publications
Andersson, J.C.M., Zehnder, A.J.B., Wehrli, B., Jewitt, G.P.W., Abbaspour, K.C., and Yang, H. (2013). Improving crop yield and
water productivity by ecological sanitation and water harvesting in South Africa, Environ. Sci. Technol., 47:9, 4341-4348
Andersson, J.C.M.; Pechlivanidis, I.G.; Gustafsson, D.; Donnelly, C. ; and B. Arheimer (2013) Key Factors for Improving Largescale Hydrological Model Performance. Proceedings of the 13th International Conference on Environmental Science and
Technology, Athens, Greece. Paper no. CEST13_0753

Andersson, J.C.M., Zehnder, A.J.B., Rockström, J., and Yang, H. (2011) Potential impacts of water harvesting and ecological
sanitation on crop yield, evaporation and river flow regimes in the Thukela River basin, South Africa, Agr. Water Manage.,
98:7,1113-1124

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Computational approaches to address water resource challenges and agricultural development – examples from Africa, India and Europe

  • 1. Computational approaches to address water resources and agricultural development challenges – Examples from Africa, India and Europe Jafet Andersson et al.
  • 2. Major challenges o Undernourishment (1 billion) o Population growth (+1-2 b., 2025) o Climate change (warmer, more extremes, etc.) o Water and nutrient requirements for food production → environmental degradation & resource scarcity o Sustainable food production & natural resources management? Source: Barret C. Science 12 Feb 2010 Source: Barret C. Science 12 Feb 2010 Source: www.fao.org/economic/ess/food-security-statistics
  • 3. Computer models can assist in providing quantitative information  Spatiotemporally dynamic    integration of multiple processes, feedbacks and scales Systematic assessments Estimates in unmonitored areas Not a solution to all problems but one of many tools WFD information requested for 38 000 catchments vs. observations available at 330 sites → PUB
  • 4. 1. Impacts of management alternatives in South Africa Strategy: Intensified management of available resources in smallholder farming  increased productivity  more food Technologies • In situ water harvesting • External water harvesting • Human urine fertilization (Ecosan)
  • 5. Water Harvesting (WH) o Ensemble of systems o Balance variability in precipitation and evaporation to overcome dry-spells by enhancing soil moisture in critical dry periods → enhanced crop yields External WH
  • 6. Ecological sanitation (Ecosan) www.susana.org o Human excreta:  Conventionally: polluting waste  Ecosan: nutrient resource to improve soil fertility in agriculture o Human urine fertilization: o Low pathogen concentrations o Most nutrients
  • 7. Knowledge gap → Aims o Field-scale effects studied: big variability between different soil types, climatic regimes, seasons, and type of technology o Potential effects on large scales is unclear o Isolated or widespread impact on yields? o Return flows to rivers: ecosystems, reservoir management? o How does it vary in space and time? Any consistent patterns? What to prioritize in different areas?
  • 8. Approach o Scales:  Thukela River (29,000 km2)  South Africa (1,800,000 km2) o Scenarios based on data from field research & crop requirements o Essential variables: maize yields, evaporation and river flow o SWAT computer model:  process-based (hydrology, vegetation, nutrient cycles etc.)  explicit in space and time  human management o Climate processing: Voronoi o Prediction uncertainty: SUFI-2
  • 9. Yield (t ha–1) 2 Results: Current smallholder maize yields and biophysical constraints 0 Barbier (2000) Basic food security Current smallholder systems in South Africa W = water, N = nitrogen, P = phosphorous, T = temperature
  • 10. Smallholder maize yield South Africa Yield (t ha–1) Barbier (2000) 2  Reasons: o Soil fertility 0% 0.3% 0.3% 12% 30% 12% Significant increase  N ↑ o 12.3% o N still primary 30% Consistent in space and time, and constraint o 0 for all parameterizations Thukela
  • 11. Smallholder maize yield Ecosan nutrients limited by: o N volatilization o Urine quantity Reasons: o Soil fertility (N) o Little runoff (0–17 mm o o Commercial 250% 520% 129% 450% 20% 12% 30% 129% 36% 131% o season-1 for Thukela) Low soil WHC Uncontrolled storage → lateral flows Pond storage: 95% inflow → outflow
  • 12. Evaporation & Transpiration Ecosan → ↓ N stress → ↑ H2O uptake T ET = 370 mm/season on average H2O ESC H2O
  • 13. River flow Impacts o Limited impact o Low-flows: ↑ &  o Peaks: ∆ Reason o Discharge sustained by subsurface flows Sub-surface flows o Pond capacity Surface runoff
  • 14. 2. Climate change & impacts on water resources HYPE Impacts Hydrological model
  • 15. Example: Irrigation water demands in large-scale agricultural systems Europe Current irrigation water demands (mm/yr) India
  • 16. 3. Computation & Capacity Development: Niger, Botswana, MENA • Climate change  floods, droughts, agriculture & energy • Participatory approach • Open model & data • Shared development and analysis • Future refinements & application possible without external actors • Local ownership facilitates sustainable management & adaptation
  • 17. Final remarks  Computational approaches can be useful to assess challenges and opportunities for water resources and agricultural development (South Africa, India, Europe, West Africa)  Models are not enough (people, data, policy, institutions etc.)  Parnter with us:  SMHI research: hydrometeorological modelling & capacity development  Swedish IHP: linking water scientists in Sweden and Africa Contacts: Jafet.Andersson@smhi.se http://hypeweb.smhi.se Selected publications Andersson, J.C.M., Zehnder, A.J.B., Wehrli, B., Jewitt, G.P.W., Abbaspour, K.C., and Yang, H. (2013). Improving crop yield and water productivity by ecological sanitation and water harvesting in South Africa, Environ. Sci. Technol., 47:9, 4341-4348 Andersson, J.C.M.; Pechlivanidis, I.G.; Gustafsson, D.; Donnelly, C. ; and B. Arheimer (2013) Key Factors for Improving Largescale Hydrological Model Performance. Proceedings of the 13th International Conference on Environmental Science and Technology, Athens, Greece. Paper no. CEST13_0753 Andersson, J.C.M., Zehnder, A.J.B., Rockström, J., and Yang, H. (2011) Potential impacts of water harvesting and ecological sanitation on crop yield, evaporation and river flow regimes in the Thukela River basin, South Africa, Agr. Water Manage., 98:7,1113-1124