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Simple toolbox for worldwide topography based soils reclassification for initialization of SWAT Daniel R. Fuka, Charlotte MacAlister, Solomon Seyoum, Todd Walter, Zachary Easton Cornell University IWMI East Africa Virginia Tech

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Page 1: Simple toolbox for worldwide topography based soils … · 2012-08-13 · Simple toolbox for worldwide topography based soils reclassification for initialization of SWAT Daniel R

Simple toolbox for worldwide topography based soils

reclassification for initialization of SWAT

Daniel R. Fuka, Charlotte MacAlister, Solomon

Seyoum, Todd Walter, Zachary Easton Cornell University IWMI East Africa

Virginia Tech

Page 2: Simple toolbox for worldwide topography based soils … · 2012-08-13 · Simple toolbox for worldwide topography based soils reclassification for initialization of SWAT Daniel R

Why is Topography Important My h-index of course! Fuka, Daniel R., Zachary M. Easton, Erin S. Brooks, Jan Boll, Tammo S. Steenhuis, and M. Todd Walter, 2012. A Simple Process-Based Snowmelt Routine to Model Spatially Distributed Snow Depth and Snowmelt in the SWAT Model. Journal of the American Water Resources Association (JAWRA) 1-11. DOI: 10.1111/j.1752- 1688.2012.00680.x

Page 3: Simple toolbox for worldwide topography based soils … · 2012-08-13 · Simple toolbox for worldwide topography based soils reclassification for initialization of SWAT Daniel R

And of course

Surface energy budgets – Snow accumulation and melt – Crop modeling

• Hydrological processes – Interflow, overland flow, VSA

• Soil genesis – Depth, components, OM, chemistry, etc

Page 4: Simple toolbox for worldwide topography based soils … · 2012-08-13 · Simple toolbox for worldwide topography based soils reclassification for initialization of SWAT Daniel R

∆SWE - change snow water equivalent S - net incident solar radiation La - atmospheric long wave radiation Lt – terrestrial long wave radiation H - sensible heat exchange E - energy flux latent heats, vaporization & condensation G - ground heat conduction P - heat added by rainfall SWE(C∆Ts) - change of snowpack heat storage λ − latent heat of fusion

Which will need topography to derive/estimate?

Page 5: Simple toolbox for worldwide topography based soils … · 2012-08-13 · Simple toolbox for worldwide topography based soils reclassification for initialization of SWAT Daniel R

Topography in SWAT brings hill-slope hydrology to the basins

Page 6: Simple toolbox for worldwide topography based soils … · 2012-08-13 · Simple toolbox for worldwide topography based soils reclassification for initialization of SWAT Daniel R

More process based helps with autocalibration issues…

Page 7: Simple toolbox for worldwide topography based soils … · 2012-08-13 · Simple toolbox for worldwide topography based soils reclassification for initialization of SWAT Daniel R

Topographic index – not a new concept (Kirby + Beven late 70’s) - used to describe the spatial distribution of the soil moisture and soil

properties related landscape processes. - as contributing area (specific catchment area) increases and slope

steepness decreases, topographic index and soil moisture content increase.

- can lead to higher correlations of soil moisture with topographic index than with specific catchment area and slope steepness.

Topographic index ‘controls’: flow accumulation, soil moisture, distribution of saturation zones, depth of water table, evapotranspiration, thickness of soil horizons, organic matter, pH, silt and sand content, plant cover distribution.

Page 8: Simple toolbox for worldwide topography based soils … · 2012-08-13 · Simple toolbox for worldwide topography based soils reclassification for initialization of SWAT Daniel R

[TI] = Ln ( ( [FlowAcc] + 1 ) / ([Slope] / 100 + 0.001 ) )

=

i

ii β

αλtan

ln

Topographic Index

λi = topographic index of grid cell, i αi = the upslope contributing area per unit length of contour βi = topographic slope of the cell

Topographic Index ‘raster calculator-ready’

Page 9: Simple toolbox for worldwide topography based soils … · 2012-08-13 · Simple toolbox for worldwide topography based soils reclassification for initialization of SWAT Daniel R

Overland flow generating areas

Exposed rock

Saturated

Infiltration

Runoff Interflow

Interflow

Infiltration

Gully formation

Page 10: Simple toolbox for worldwide topography based soils … · 2012-08-13 · Simple toolbox for worldwide topography based soils reclassification for initialization of SWAT Daniel R

Maybar, Ethiopia

0.00

1.00

2.00

3.00

4.00

5.00

6.00

7.00

8.00

9.00

10.00

0.00 0.20 0.40 0.60 0.80 1.00

Infil

trat

ion

rate

or r

ainf

all i

nten

sity

cm

/hr

Rainfall Intensity

Minimum infiltration rate

Medium infiltration rate

Probability of Excedance

Chance that rainfall intensity will exceed infiltration capacity is very small

Page 11: Simple toolbox for worldwide topography based soils … · 2012-08-13 · Simple toolbox for worldwide topography based soils reclassification for initialization of SWAT Daniel R
Page 12: Simple toolbox for worldwide topography based soils … · 2012-08-13 · Simple toolbox for worldwide topography based soils reclassification for initialization of SWAT Daniel R
Page 13: Simple toolbox for worldwide topography based soils … · 2012-08-13 · Simple toolbox for worldwide topography based soils reclassification for initialization of SWAT Daniel R
Page 14: Simple toolbox for worldwide topography based soils … · 2012-08-13 · Simple toolbox for worldwide topography based soils reclassification for initialization of SWAT Daniel R

Soil-Topography Dynamics (1) Ethiopia, borrowed from Solomon Seyoum

y = 3.4062x + 31.935 R² = 0.7918

y = 0.0185x + 27.293 R² = 0.0002

y = -2.8121x + 32.027 R² = 0.6607

0

10

20

30

40

50

60

70

80

0 1 2 3 4 5 6 7 8 9 10 11

SOL_CBN CLAY% SILT% SAND%

TI Class

Soil

Prop

erty

Soil Layer 1:

Page 15: Simple toolbox for worldwide topography based soils … · 2012-08-13 · Simple toolbox for worldwide topography based soils reclassification for initialization of SWAT Daniel R

Nothing new here.

• Next image borrowed from Moore et al. 1993

Page 16: Simple toolbox for worldwide topography based soils … · 2012-08-13 · Simple toolbox for worldwide topography based soils reclassification for initialization of SWAT Daniel R
Page 17: Simple toolbox for worldwide topography based soils … · 2012-08-13 · Simple toolbox for worldwide topography based soils reclassification for initialization of SWAT Daniel R

‘Traditional’ SWAT

Page 18: Simple toolbox for worldwide topography based soils … · 2012-08-13 · Simple toolbox for worldwide topography based soils reclassification for initialization of SWAT Daniel R

SWAT VSA

Page 19: Simple toolbox for worldwide topography based soils … · 2012-08-13 · Simple toolbox for worldwide topography based soils reclassification for initialization of SWAT Daniel R

SWAT Soil Water (mm)

SWAT-VSA Soil Water (mm)

a b

Page 20: Simple toolbox for worldwide topography based soils … · 2012-08-13 · Simple toolbox for worldwide topography based soils reclassification for initialization of SWAT Daniel R

SWAT-VSA Runoff (mm)

SWAT Runoff (mm)

0-0.93 0.93-2.20 2.20-4.53 4.53-8.86 8.86-10.21

0.66-0.93 0.93-2.20 2.20-4.53 4.53-8.86 8.86-10.21

a b

Page 21: Simple toolbox for worldwide topography based soils … · 2012-08-13 · Simple toolbox for worldwide topography based soils reclassification for initialization of SWAT Daniel R

Arc Toolbox to Expand ArcSWAT • Allows better initialization based on type of SWAT modeling project

you want to perform. – International FAO soils

• Low resolution, but works anywhere – Aspect

• Better surface energy budget – Crop centric modeling – Snow dominated processes

– Elevation • Better temperature and precipitation distribution

– Crop Centric modeling – Snow dominated processes – Intra-basin hydrology

– Topographic Index • Hill slope hydrology • Surface and interflow routing (In the latest version of SWAT, per Arnold)

Page 22: Simple toolbox for worldwide topography based soils … · 2012-08-13 · Simple toolbox for worldwide topography based soils reclassification for initialization of SWAT Daniel R

‘Automating’ the Topographic Index in ArcGIS

Page 23: Simple toolbox for worldwide topography based soils … · 2012-08-13 · Simple toolbox for worldwide topography based soils reclassification for initialization of SWAT Daniel R

Simple add to ArcSWAT Initialization

• Select project • Select database • Choose what

you want represented

• Topographic Index

• Elevation increment in meters

• D8 Aspect

Page 24: Simple toolbox for worldwide topography based soils … · 2012-08-13 · Simple toolbox for worldwide topography based soils reclassification for initialization of SWAT Daniel R

Just Soil, only 2 classes for 1200km2

Two Few for your project?

Page 25: Simple toolbox for worldwide topography based soils … · 2012-08-13 · Simple toolbox for worldwide topography based soils reclassification for initialization of SWAT Daniel R

Elevation at 500m/50 increments 7 soils

Page 26: Simple toolbox for worldwide topography based soils … · 2012-08-13 · Simple toolbox for worldwide topography based soils reclassification for initialization of SWAT Daniel R

D8 Aspect 16 soils

Page 27: Simple toolbox for worldwide topography based soils … · 2012-08-13 · Simple toolbox for worldwide topography based soils reclassification for initialization of SWAT Daniel R

Topographic Index 20 soils

Page 28: Simple toolbox for worldwide topography based soils … · 2012-08-13 · Simple toolbox for worldwide topography based soils reclassification for initialization of SWAT Daniel R

Elevation 500m, TI, D8 Aspect 504 soils

Page 29: Simple toolbox for worldwide topography based soils … · 2012-08-13 · Simple toolbox for worldwide topography based soils reclassification for initialization of SWAT Daniel R

Building a Topography Layer ArcSWAT Delineation vs TopoSWAT

Page 30: Simple toolbox for worldwide topography based soils … · 2012-08-13 · Simple toolbox for worldwide topography based soils reclassification for initialization of SWAT Daniel R

Current Toolbox Status

• Currently supported on ArcSWAT2009 Arc10 • Porting to ArcSWAT 9.x • Porting to ArcSWAT2012 (Arc10) • Available from [email protected]

Page 31: Simple toolbox for worldwide topography based soils … · 2012-08-13 · Simple toolbox for worldwide topography based soils reclassification for initialization of SWAT Daniel R

Conclusions

• Adding topography is only really necessary for those that want to model energy based processes, management practices, climate change effects in watersheds… general speaking.. hydrology.

• Hoping for initial feed back to support the integration of these simple steps into the main ArcSWAT distribution, but the toolbox needs more testing before we actively pester for it being included.