utilization of the swat model and remote sensing to demonstrate the effects of shrub encroachment on...

23
Utilization of the SWAT Model and Remote Sensing to Demonstrate the Effects of Shrub Encroachment on a Small Watershed Jason Afinowicz Department of Biological and Agricultural Engineering Texas A&M University

Post on 22-Dec-2015

216 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: Utilization of the SWAT Model and Remote Sensing to Demonstrate the Effects of Shrub Encroachment on a Small Watershed Jason Afinowicz Department of Biological

Utilization of the SWAT Model and Remote Sensing to

Demonstrate the Effects of Shrub Encroachment on a

Small Watershed

Jason Afinowicz

Department of Biological and Agricultural EngineeringTexas A&M University

Page 2: Utilization of the SWAT Model and Remote Sensing to Demonstrate the Effects of Shrub Encroachment on a Small Watershed Jason Afinowicz Department of Biological

Shrub Encroachment

• Replacement of herbaceous growth with woody species

• Active process over the past century

• Potentially caused by a number of human factors and climate change

• Shrub species such as Juniper and mesquite are assocaited with increased water consumption and transpiration

Page 3: Utilization of the SWAT Model and Remote Sensing to Demonstrate the Effects of Shrub Encroachment on a Small Watershed Jason Afinowicz Department of Biological

Brush Control

• Factored into many water quantity BMPs

• Reducing new-growth cedar in the Edwards recharge zone may lead to increased recharge

• Studies have been conducted to determine the effects of these techniques

• Methods include mechanical removal as well as more environmentally friendly manual methods

Page 4: Utilization of the SWAT Model and Remote Sensing to Demonstrate the Effects of Shrub Encroachment on a Small Watershed Jason Afinowicz Department of Biological

Overview of Project

Hydrologic simulation of a watershed with brush cover

Electronically remove the brush and determine the changes on the modeled

hydrology

Page 5: Utilization of the SWAT Model and Remote Sensing to Demonstrate the Effects of Shrub Encroachment on a Small Watershed Jason Afinowicz Department of Biological

The SWAT ModelThe Soil and Water Assessment Tool (SWAT) is a basin and watershed scale model for estimating the effects of management practices on water quantity and quality.

The SWAT 2000 model was integrated into the EPA’s Better Assessment Science Integrating point and Non-point Sources (BASINS) package.

SWAT can incorporate many factors into the simulation, including land cover, soil types, weather, and crop growth.

Page 6: Utilization of the SWAT Model and Remote Sensing to Demonstrate the Effects of Shrub Encroachment on a Small Watershed Jason Afinowicz Department of Biological

Honey Creek• Located in western Comal County

• Part of the Upper Guadalupe watershed (HUC 12100201) and is in the contributing region of the Edwards Aquifer

• Drains approximately 6000 acres

• Remains active throughout the year due to the activity of several springs

• Site of an in-progress brush control study utilizing two upstream branches of the creek

Page 7: Utilization of the SWAT Model and Remote Sensing to Demonstrate the Effects of Shrub Encroachment on a Small Watershed Jason Afinowicz Department of Biological

DataSurface Elevation

Hydrography

Soil Distribution

Land Cover

Weather Data

30-meter Resolution DEMs for Anhalt and Bergheim Quads

Provided by TNRIS

RF3 Reach Files for Upper Guadalupe Basin

Provided by EPA

SSURGO 2.0 Data for Comal and Hays Counties

Provided by USDA-NRCS

Landsat ETM+ Image: 20 October 1999 (LE7027039009929350)

Provided by TNRIS

Rainfall, Temperature, Solar Radiation, PET, and Windspeed

Provided by Texas ET Network, San Antonio Station (1/96–10/98)

Page 8: Utilization of the SWAT Model and Remote Sensing to Demonstrate the Effects of Shrub Encroachment on a Small Watershed Jason Afinowicz Department of Biological

DEM and Reach Data30-m DEMs of the Anhalt and Bergheim quads were mosaiced to produce an elevation grid which covered

the entire Honey Creek area

Page 9: Utilization of the SWAT Model and Remote Sensing to Demonstrate the Effects of Shrub Encroachment on a Small Watershed Jason Afinowicz Department of Biological

SSURGO DataSSURGO provides a

high-resolution alternative to

STATSGO soil data

Data for Comal County is provided in the new SSURGO 2 format

SWAT is built to read data found in STATSGO datasets

A User Soils table obtained from the Texas A&M Spatial Sciences Lab aided in the integration of this data

Page 10: Utilization of the SWAT Model and Remote Sensing to Demonstrate the Effects of Shrub Encroachment on a Small Watershed Jason Afinowicz Department of Biological

Landsat DataBand 1: Visible Blue

Band 2: Visible Green

Band 3: Visible Red

Band 4: Near Infrared

Band 5: Middle Infrared

Band 6: Thermal Infrared

Band 7: Middle Infrared

Band 8: Panchromatic

ClassificationScheme

Using ENVI

ClassificationScheme

Using ENVI

Land Cover Classifications

Page 11: Utilization of the SWAT Model and Remote Sensing to Demonstrate the Effects of Shrub Encroachment on a Small Watershed Jason Afinowicz Department of Biological

Landsat Data

Original DOQQ Parallel Piped Mahalanobis Distance

Maximum Likelihood Minimum Distance1-m DOQQ courtesy of TNRIS

Unclassified 0.69%

FRSE 43.06%

RNGB 31.83%

RNGE 24.42%

Page 12: Utilization of the SWAT Model and Remote Sensing to Demonstrate the Effects of Shrub Encroachment on a Small Watershed Jason Afinowicz Department of Biological

Climate Data

SWAT allows for the input of historical rainfall, temperature, solar radiation, and windspeed data, as well as the ability to name a user defined weather generator.

Potential ET can also be read into the simulation.

Climate data is entered in two separate dbf tables

Page 13: Utilization of the SWAT Model and Remote Sensing to Demonstrate the Effects of Shrub Encroachment on a Small Watershed Jason Afinowicz Department of Biological

Pre-Analysis with BASINS

Delineate the Honey Creek basin using the DEM and RF3 datasets

Assign spatial data pertaining to land cover and soil distribution

Page 14: Utilization of the SWAT Model and Remote Sensing to Demonstrate the Effects of Shrub Encroachment on a Small Watershed Jason Afinowicz Department of Biological

Control Simulation

Page 15: Utilization of the SWAT Model and Remote Sensing to Demonstrate the Effects of Shrub Encroachment on a Small Watershed Jason Afinowicz Department of Biological

Experimental Simulations

Experiment 1: Replace RNGB land cover with RNGE to demonstrate complete removal.

Experiment 2: Replace RNGB land cover with RNGE to demonstrate complete removal AND replace FRSE with RNGB to demonstrate partial clearing of dense areas.

Page 16: Utilization of the SWAT Model and Remote Sensing to Demonstrate the Effects of Shrub Encroachment on a Small Watershed Jason Afinowicz Department of Biological

Water YieldTotal Water Yield Results

Without October 1998 Data

0

200

400

600

800

1000

1200

1400

1600

1800

October-95 May-96 December-96 June-97 January-98 July-98 February-99

Month

Yie

ld (

Acr

e-F

eet)

Control Run

Experimental Run 1

Experimental Run 2

Page 17: Utilization of the SWAT Model and Remote Sensing to Demonstrate the Effects of Shrub Encroachment on a Small Watershed Jason Afinowicz Department of Biological

Change In Water YieldChange In Simulated Water Yield

-150

-100

-50

0

50

100

150

200

250

300

Jan-

96

Feb-96

Mar

-96

Apr-9

6

May

-96

Jun-

96

Jul-9

6

Aug-9

6

Sep-9

6

Oct-

96

Nov-9

6

Dec-9

6

Jan-

97

Feb-97

Mar

-97

Apr-9

7

May

-97

Jun-

97

Jul-9

7

Aug-9

7

Sep-9

7

Oct-

97

Nov-9

7

Dec-9

7

Jan-

98

Feb-98

Mar

-98

Apr-9

8

May

-98

Jun-

98

Jul-9

8

Aug-9

8

Sep-9

8

Oct-

98

Month

Yie

ld (

Acr

e-F

eet)

Experimental Run 1

Experimental Run 2

Page 18: Utilization of the SWAT Model and Remote Sensing to Demonstrate the Effects of Shrub Encroachment on a Small Watershed Jason Afinowicz Department of Biological

Groundwater RechargeAquifer Recharge ResultsWithout October 1998 Data

0

100

200

300

400

500

600

700

800

October-95 May-96 December-96 June-97 January-98 July-98 February-99

Month

Per

cola

tio

n (

Acr

e-F

eet)

Control Run

Experimental Run 1

Experimental Run 2

Page 19: Utilization of the SWAT Model and Remote Sensing to Demonstrate the Effects of Shrub Encroachment on a Small Watershed Jason Afinowicz Department of Biological

Change In RechargeChange In Simulated Groundwater Recharge

-350

-300

-250

-200

-150

-100

-50

0

50

100

150

Jan-

96

Feb-96

Mar

-96

Apr-9

6

May

-96

Jun-

96

Jul-9

6

Aug-9

6

Sep-9

6

Oct-

96

Nov-9

6

Dec-9

6

Jan-

97

Feb-97

Mar

-97

Apr-9

7

May

-97

Jun-

97

Jul-9

7

Aug-9

7

Sep-9

7

Oct-

97

Nov-9

7

Dec-9

7

Jan-

98

Feb-98

Mar

-98

Apr-9

8

May

-98

Jun-

98

Jul-9

8

Aug-9

8

Sep-9

8

Oct-

98

Month

Per

cola

tio

n (

Acr

e-F

eet)

Experimental Run 1

Experimental Run 2

Page 20: Utilization of the SWAT Model and Remote Sensing to Demonstrate the Effects of Shrub Encroachment on a Small Watershed Jason Afinowicz Department of Biological

ETEvaoration-Transpiration

0.0000

0.5000

1.0000

1.5000

2.0000

2.5000

3.0000

3.5000

4.0000

4.5000

October-95 May-96 December-96 June-97 January-98 July-98 February-99

Month

ET

(In

ches

of

Wat

er)

Control Run

Experimental Run 1

Experimental Run 2

Page 21: Utilization of the SWAT Model and Remote Sensing to Demonstrate the Effects of Shrub Encroachment on a Small Watershed Jason Afinowicz Department of Biological

Change in ETChange in Simulated Evaporation-Transpiration

-0.8

-0.6

-0.4

-0.2

0

0.2

0.4

0.6

0.8

1

Jan-

96

Feb-96

Mar

-96

Apr-9

6

May

-96

Jun-

96

Jul-9

6

Aug-9

6

Sep-9

6

Oct-

96

Nov-9

6

Dec-9

6

Jan-

97

Feb-97

Mar

-97

Apr-9

7

May

-97

Jun-

97

Jul-9

7

Aug-9

7

Sep-9

7

Oct-

97

Nov-9

7

Dec-9

7

Jan-

98

Feb-98

Mar

-98

Apr-9

8

May

-98

Jun-

98

Jul-9

8

Aug-9

8

Sep-9

8

Oct-

98

Month

ET

(In

ches

of

Wat

er)

Experimental Run 1

Experimental Run 2

Page 22: Utilization of the SWAT Model and Remote Sensing to Demonstrate the Effects of Shrub Encroachment on a Small Watershed Jason Afinowicz Department of Biological

Future Goal:

Creation of a GIS

system for targeting

brush removal

1. Calibration of the model with gauging data now being recorded2. Enhancement of satellite land cover techniques3. Increased integration of available data

Page 23: Utilization of the SWAT Model and Remote Sensing to Demonstrate the Effects of Shrub Encroachment on a Small Watershed Jason Afinowicz Department of Biological