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Landscape agro-hydrological modeling: opportunities from remote sensing Xueliang Cai (IWMI) 19 April, 2010, IWMI Seminar, Battaramulla, Sri Lanka
Outline ,[object Object],[object Object],[object Object],[object Object],[object Object],Photo Credit: Xueliang Cai
1. Background – agrohydrology ,[object Object],[object Object],[object Object],[object Object],Photo Credit: Xueliang Cai
2. Agro-hydrological modeling at field scale ,[object Object],[object Object],[object Object],[object Object],[object Object],Agro-hydrological modeling is better developed at field scale Photo Credit: Xueliang Cai
[object Object],2. Agro-hydrological modeling at field scale Weather forecast input Crop ET forecast Soil moisture balance Irrigation forecast calibration calibration Irrigation forecast module Water depth Rainfall Irrigation Water balance of simulated paddy field
2. Agro-hydrological modeling at field scale ,[object Object],Key limitations: ,[object Object],Source: Xueliang Cai (IWMI), 2007 LAI Biomass Yield ET The physical world is different from one point to another
3. Integrate agro-hydrological modeling and remote sensing at irrigation scheme level ,[object Object],Zhanghe irrigation system (ZIS) : Layout in OASIS Source: LANDSAT ,[object Object],[object Object],[object Object],[object Object],Legend Irri. Canal Drain. Canal Irri. Unit Reservoir Diversion Drainage
3. Integrate agro-hydrological modeling and remote sensing at irrigation scheme level a. Land cover and crop dynamics Crop dynamics and the impact on hydrology are far more significant than land use change Irrigated area of the third main canal (ha): Design:  68, 000  Gov. statistics: 29,000  ZIS:  16,000 Remote sensing:    21,000   RS provides objective and accurate information on area and distribution “ ” “ ” NDVI (Cai and Cui, 2009b) Single crop (cotton, wheat) Water Settlement Forest Rice – wheat  Rice – rapeseed  Double crop Legend
3. Integrate agro-hydrological modeling and remote sensing at irrigation scheme level b. ET estimate (Cai and Cui, 2009a) SSEB: Land use map ET a  map from RS IU boundary ET values of each land use in each simulation unit Model calibration
3. Integrate agro-hydrological modeling and remote sensing at irrigation scheme level c. Crop growth conditions and yields (1)  In ZIS, Doorenbos  –  Kasam model: (2)  In Central Asia, biophysical modeling: (Cai et al., 2008; Cai et al., 2009) Cotton yield  Yield cotton = 5.156*IRS NDVI - 0.964 R 2 = 0.753 0.0 0.5 1.0 1.5 2.0 2.5 0.25 0.3 0.35 0.4 0.45 0.5 0.55 IRS-NDVI (Sept 4, 2007) 2007 Cotton biomass WBM cotton = 71.18*(IRS TBVI32) 3.96 R 2 = 0.834 0 2 4 6 8 10 12 0.1 0.3 0.5 0.7 IRS TBVI32 2006 2007 Cotton Leaf Area Index  LAI cotton = 10.37*(IRS TBVI31) 1.915 R 2 = 0.725 0 1 2 3 4 5 0.1 0.2 0.3 0.4 0.5 0.6 IRS TBVI31 2006 2007
3. Integrate agro-hydrological modeling and remote sensing at irrigation scheme level d. Small storages spatial hydrological modeling Irrigation canal Average connection :  4.75 Number:  2795   Capacity (million m 3  ):  4.47 (Cai et al., 2007;  Roost et al., 2008a) Tuanlin Pond ID  return ratio Pond efficiency   %  %  1 26.2 54.4 2 16.7 50.5 3 13.0 32.0 Average 18.6 45.6
IU2 Rainfall (mm) Canal supply (million m 3 ) 3. Integrate agro-hydrological modeling and remote sensing at irrigation scheme level (Cai, 2007; Roost et al., 2008b) year rainfall Canal supply dainage inflow GW inflow paddy irrigaiton local storage supply drainage outflow field percolation ET yield paddy forest/ upland other 2001 274.1 220 0 95 244.9 174 255 63.5 449.8 88.2 70 6645 2002 382.5 29 0 4 181.6 181 146 67.9 444.3 82.7 71 6924 2003 480.5 33 0 16 128.5 128 281 74.7 409.6 78.4 74 7274 2004 627.8 51 0 30 78.9 85 379 93.9 377.5 71.5 87 7942
4. Moving to landscape agro-hydrological modeling  ,[object Object],[object Object],[object Object],[object Object],[object Object],Photo Credit: Xueliang Cai
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Necessary tradeoff between explicit agro-hydrological modeling and the need of understanding on intervention – water – agriculture. Opportunities from RS/GIS: 4. Moving to landscape agro-hydrological modeling key issue: Global products New sensor New computational power Distributed model RS/GIS Validation Extrapolation
Outflow from the system:    12%   Irrigation water efficiency reported by ZIS:  42% Percentages of evapotranspiration and outflow to gross inflow:  4. Moving to landscape agro-hydrological modeling (Cai, 2007) ,[object Object]
[object Object],Day of year 8-day ET (mm) Basin average Limpopo Province - Rainfed Downstream - XaiXai ET a /ET p Rainfall Olifants - irrigated 4. Moving to landscape agro-hydrological modeling Source: IWMI, 2009
[object Object],4. Moving to landscape agro-hydrological modeling (Cai and Sharma, 2009; 2010)
5. Conclusions ,[object Object],[object Object],[object Object],[object Object],[object Object],Photo Credit: Xueliang Cai *RS: Remote Sensing
References ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Thank you! www.iwmi.org

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Landscape agro-hydrological modeling: opportunities from remote sensing

  • 1. Landscape agro-hydrological modeling: opportunities from remote sensing Xueliang Cai (IWMI) 19 April, 2010, IWMI Seminar, Battaramulla, Sri Lanka
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  • 8. 3. Integrate agro-hydrological modeling and remote sensing at irrigation scheme level a. Land cover and crop dynamics Crop dynamics and the impact on hydrology are far more significant than land use change Irrigated area of the third main canal (ha): Design: 68, 000 Gov. statistics: 29,000 ZIS: 16,000 Remote sensing: 21,000 RS provides objective and accurate information on area and distribution “ ” “ ” NDVI (Cai and Cui, 2009b) Single crop (cotton, wheat) Water Settlement Forest Rice – wheat Rice – rapeseed Double crop Legend
  • 9. 3. Integrate agro-hydrological modeling and remote sensing at irrigation scheme level b. ET estimate (Cai and Cui, 2009a) SSEB: Land use map ET a map from RS IU boundary ET values of each land use in each simulation unit Model calibration
  • 10. 3. Integrate agro-hydrological modeling and remote sensing at irrigation scheme level c. Crop growth conditions and yields (1) In ZIS, Doorenbos – Kasam model: (2) In Central Asia, biophysical modeling: (Cai et al., 2008; Cai et al., 2009) Cotton yield Yield cotton = 5.156*IRS NDVI - 0.964 R 2 = 0.753 0.0 0.5 1.0 1.5 2.0 2.5 0.25 0.3 0.35 0.4 0.45 0.5 0.55 IRS-NDVI (Sept 4, 2007) 2007 Cotton biomass WBM cotton = 71.18*(IRS TBVI32) 3.96 R 2 = 0.834 0 2 4 6 8 10 12 0.1 0.3 0.5 0.7 IRS TBVI32 2006 2007 Cotton Leaf Area Index LAI cotton = 10.37*(IRS TBVI31) 1.915 R 2 = 0.725 0 1 2 3 4 5 0.1 0.2 0.3 0.4 0.5 0.6 IRS TBVI31 2006 2007
  • 11. 3. Integrate agro-hydrological modeling and remote sensing at irrigation scheme level d. Small storages spatial hydrological modeling Irrigation canal Average connection : 4.75 Number: 2795 Capacity (million m 3 ): 4.47 (Cai et al., 2007; Roost et al., 2008a) Tuanlin Pond ID return ratio Pond efficiency   % % 1 26.2 54.4 2 16.7 50.5 3 13.0 32.0 Average 18.6 45.6
  • 12. IU2 Rainfall (mm) Canal supply (million m 3 ) 3. Integrate agro-hydrological modeling and remote sensing at irrigation scheme level (Cai, 2007; Roost et al., 2008b) year rainfall Canal supply dainage inflow GW inflow paddy irrigaiton local storage supply drainage outflow field percolation ET yield paddy forest/ upland other 2001 274.1 220 0 95 244.9 174 255 63.5 449.8 88.2 70 6645 2002 382.5 29 0 4 181.6 181 146 67.9 444.3 82.7 71 6924 2003 480.5 33 0 16 128.5 128 281 74.7 409.6 78.4 74 7274 2004 627.8 51 0 30 78.9 85 379 93.9 377.5 71.5 87 7942
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Notes de l'éditeur

  1. Forecast: weather, crop, soil, water
  2. SEBAL complicated Clarification and validation impossible without remote sensing.
  3. Conditions monitoring and yield forecast Spatial details
  4. Only about two key messages: in a low inflow situation, storage provides supply by effective reuses
  5. Not only about crops but also livestock, fisheries, agroforestry. And reduce vulnerability to risks. Surface water includes river, reservior, and farm ponds
  6. Model: processes and senario analysis Remote sensing: calibration and validation, spatial extroplation