11
Satellite Mapping for Irrigation Management

Satellite Mapping for Irrigation Management · 2009-06-18 · Daily ETc estimated by RESET2 vs NDVI (2006) y = 1.0165x + 0.136 R2 = 0.9099 y = 1.1095x - 0.1896 R2 = 0.7936 0 2 4 6

  • Upload
    others

  • View
    1

  • Download
    0

Embed Size (px)

Citation preview

Page 1: Satellite Mapping for Irrigation Management · 2009-06-18 · Daily ETc estimated by RESET2 vs NDVI (2006) y = 1.0165x + 0.136 R2 = 0.9099 y = 1.1095x - 0.1896 R2 = 0.7936 0 2 4 6

Satellite Mapping for Irrigation Management

Page 2: Satellite Mapping for Irrigation Management · 2009-06-18 · Daily ETc estimated by RESET2 vs NDVI (2006) y = 1.0165x + 0.136 R2 = 0.9099 y = 1.1095x - 0.1896 R2 = 0.7936 0 2 4 6

…develop and demonstrate a prototype decision support system that can efficiently deliver crop coefficient and estimated crop water use information to agricultural producers and water suppliers…

Page 3: Satellite Mapping for Irrigation Management · 2009-06-18 · Daily ETc estimated by RESET2 vs NDVI (2006) y = 1.0165x + 0.136 R2 = 0.9099 y = 1.1095x - 0.1896 R2 = 0.7936 0 2 4 6

NDVI from satellite

ETo from ground weather station(s)

crop coefficient Kc

ETc = ETo * Kc

canopy cover

"Reflectance-based" crop coefficients

Page 4: Satellite Mapping for Irrigation Management · 2009-06-18 · Daily ETc estimated by RESET2 vs NDVI (2006) y = 1.0165x + 0.136 R2 = 0.9099 y = 1.1095x - 0.1896 R2 = 0.7936 0 2 4 6
Page 5: Satellite Mapping for Irrigation Management · 2009-06-18 · Daily ETc estimated by RESET2 vs NDVI (2006) y = 1.0165x + 0.136 R2 = 0.9099 y = 1.1095x - 0.1896 R2 = 0.7936 0 2 4 6

Study area

Page 6: Satellite Mapping for Irrigation Management · 2009-06-18 · Daily ETc estimated by RESET2 vs NDVI (2006) y = 1.0165x + 0.136 R2 = 0.9099 y = 1.1095x - 0.1896 R2 = 0.7936 0 2 4 6

ETo

Crop cover

Weighing lysimeter

Page 7: Satellite Mapping for Irrigation Management · 2009-06-18 · Daily ETc estimated by RESET2 vs NDVI (2006) y = 1.0165x + 0.136 R2 = 0.9099 y = 1.1095x - 0.1896 R2 = 0.7936 0 2 4 6

y = 1.45x - 0.13R2 = 0.92

0.0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1.0

0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9NDVI

4/54/225/75/236/86/247/107/268/279/129/2810/14

y = 1.45x - 0.13R2 = 0.92

0.0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1.0

0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9NDVI

OtherBellpepperBroccoliCottonGrapeLettuceMelonsafflowerTomatoesWatermelonOnion

2008 results

Page 8: Satellite Mapping for Irrigation Management · 2009-06-18 · Daily ETc estimated by RESET2 vs NDVI (2006) y = 1.0165x + 0.136 R2 = 0.9099 y = 1.1095x - 0.1896 R2 = 0.7936 0 2 4 6

<22-33-44-5>5

ET (mm)

Apr 4

Jun 7

Aug 26

Oct 13

ET maps

Page 9: Satellite Mapping for Irrigation Management · 2009-06-18 · Daily ETc estimated by RESET2 vs NDVI (2006) y = 1.0165x + 0.136 R2 = 0.9099 y = 1.1095x - 0.1896 R2 = 0.7936 0 2 4 6

ETo, ETc for Study Area

0

1

2

3

4

5

6

7

8

9

0 50 100 150 200 250 300 350DOY

ETc mean, std devETo

Spatially aggregated

Page 10: Satellite Mapping for Irrigation Management · 2009-06-18 · Daily ETc estimated by RESET2 vs NDVI (2006) y = 1.0165x + 0.136 R2 = 0.9099 y = 1.1095x - 0.1896 R2 = 0.7936 0 2 4 6

Daily ETc estimated by RESET2 vs NDVI (2006)

y = 1.0165x + 0.136R2 = 0.9099

y = 1.1095x - 0.1896R2 = 0.7936

0

2

4

6

8

10

12

0 1 2 3 4 5 6 7 8RESET2 ETc (mm/d)

from NDVIfrom CCLinear (from CC)

Comparison with energy-balance approach

Page 11: Satellite Mapping for Irrigation Management · 2009-06-18 · Daily ETc estimated by RESET2 vs NDVI (2006) y = 1.0165x + 0.136 R2 = 0.9099 y = 1.1095x - 0.1896 R2 = 0.7936 0 2 4 6

Further research

• Modeling soil evap & stomatal regulation• Temporal interpolation• Nuts-n-bolts remote sensing issues (sun/view

angle, soil background)• Lysimeter• Validation• Optimal approach?• Decision tool development