1
This material is based upon work supported by NASA through contract NNL16AA05C and cooperative agreement NNX14AB60A. Any mention of a commercial product, service or activity in this material does not constitute NASA endorsement. Any opinions, findings and conclusions or recommendations expressed in this material are those of the author(s) and do not necessarily reflect the views of the National Aeronautics and Space Administration and partner organizations. 0 0.5 1 1.5 2 2.5 3 3.5 1 2 3 4 5 6 7 8 9 10 11 12 Results TRMM TMPA Abstract Objectives Earth Observations Project Partners Conclusions Team Members Alabama – Marshall| Summer 2018 Chao Phraya Water Resources Assessing Water Quality in Thailand’s Chao Phraya Watershed through Modeling Sediment Concentration and Urban Footprint The greatest increases in sediment contributions occurred in the upper and middle sub-basins of the watershed. There was no correlation between percent change in urban area and percent change in sediment contribution. However, drastic land cover change motivated by urban growth, like the conversion of forested lands to agricultural fields, may show a stronger correlation with water quality. Locate areas contributing to high sediment concentrations. Understand the historical changes in water quality throughout the watershed Analyze the relationship between urbanization and sediment concentration Asian Disaster Preparedness Center Asian Institute of Technology Bangkok Metropolitan Administration NASA SERVIR Regional Science Coordination Office Royal Thai Embassy, Office of Science & Technology Claire Nauman Dr. Jeffrey Luvall, NASA Marshall Space Flight Center Dr. Robert Griffin, University of Alabama in Huntsville Helen Baldwin, NASA DEVELOP Mercedes Bartkovich, NASA DEVELOP Thailynn Munroe, World Resources Institute Acknowledgements Matthew Preisser Study Area SRTM The Chao Phraya River and surrounding watershed has seen an extensive increase in urban development in the last century, while simultaneously experiencing significant degradation in water quality. Covering 30% of Thailand, the Chao Phraya watershed encompasses rural areas and major metropolitan centers, including Bangkok. The poorest water quality is found in the southernmost reaches of the river, which directly flows through the administrative capital. Due to rising concerns from the Bangkok Metropolitan Administration (BMA) and the Asian Institute of Technology (AIT), this study identifies locations to prioritize watershed remediation efforts. Using the Tropical Rainfall Measuring Mission (TRMM) Multi-Satellite Precipitation Analysis (TMPA) and Shuttle Radar Topography Mission (SRTM) datasets as inputs, this study applied the Soil and Water Assessment Tool (SWAT) to model the change in water quality over 5-year increments from 2003-2017. The change in water quality, defined as sediment concentration, was analyzed in comparison with the historical changes in the urban footprint. Additionally, a regression analysis was completed to determine the potential relationship between urbanization and sediment concentrations. The team found that the greatest increases in sediment contributions occurred in the upper and middle sub- basins of the watershed. No correlation was found between percent change in urbanization and percent change in sediment contribution from 2003-2017, suggesting that urban land cover change does not directly impact sediment loads. The results from this analysis will be used by project end users for future mitigation efforts and, more generally, to expand their use of GIS and NASA Earth observations. Recent Average Water Quality 2015-2017 Water Quality and Urban Footprint Percent Change 2003-2017 Low High Sediment Concentration by Sub-basin (g/m 3 /km 2 ) ¯ High Low Low High Water Quality Urban Area ¯ Seasonal Variation in Streamflow Seasonal Variation in Sediment Load 2003-2006 2007-2010 2011-2014 2015-2017 Month of the Year Avg. Flow Out of Watershed (Thousand Cubic Meters per Second) Avg. Sediment Out of Watershed (Million Metric Tons per Month) Month of the Year ¯ Thailand Chao Phraya Watershed Bangkok ^ Laos Cambodia Myanmar Methodology DATA Hydrologic Response Units MODEL ANALYSIS SERVIR-Mekong RLCMS Land Cover FAO Harmonized World Soil Soil Type SRTM Digital Elevation Model (DEM) Asian Institute of Technology River Shapefile TRMM TMPA Precipitation NCEP CFSR Humidity, Wind, Solar, Air Temperature Royal Irrigation Department In Situ Data Delineate the Watershed Streamflow & Discharge Calibration & Validation Recent Average Water Quality Map Water Quality Time Series Water Quality & Urban Footprint Percent Change Map Seasonal Variation Graphs 0 1 2 3 4 5 6 7 8 9 10 1 2 3 4 5 6 7 8 9 10 11 12 Kathrene Garcia Project Lead

Assessing Water Quality in Thailand’s Chao Phraya

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Page 1: Assessing Water Quality in Thailand’s Chao Phraya

This material is based upon work supported by NASA through contract NNL16AA05C and cooperative agreement NNX14AB60A. Any mention of a commercial product, service or activity in this material does not constitute NASA endorsement. Any opinions, findings and conclusions or recommendations expressed in this material are those of the author(s) and do not necessarily reflect the views of the National Aeronautics and Space Administration and partner organizations.

0

0.5

1

1.5

2

2.5

3

3.5

1 2 3 4 5 6 7 8 9 10 11 12

Results

TRMM TMPA

Abstract Objectives

Earth Observations

Project Partners

Conclusions

Team Members

Alabama – Marshall| Summer 2018Chao Phraya Water Resources

Assessing Water Quality in Thailand’s Chao Phraya Watershed through Modeling Sediment Concentration and Urban Footprint

The greatest increases in sediment contributions occurred inthe upper and middle sub-basins of the watershed.

There was no correlation between percent change in urbanarea and percent change in sediment contribution. However,drastic land cover change motivated by urban growth, likethe conversion of forested lands to agricultural fields, mayshow a stronger correlation with water quality.

Locate areas contributing to high sediment concentrations.

Understand the historical changes in water quality throughout the watershed

Analyze the relationship between urbanization and sediment concentration

Asian Disaster Preparedness Center

Asian Institute of Technology

Bangkok Metropolitan Administration

NASA SERVIR Regional Science Coordination Office

Royal Thai Embassy, Office of Science & Technology

Claire Nauman

Dr. Jeffrey Luvall, NASA Marshall Space Flight Center

Dr. Robert Griffin, University of Alabama in Huntsville

Helen Baldwin, NASA DEVELOP

Mercedes Bartkovich, NASA DEVELOP

Thailynn Munroe, World Resources Institute

Acknowledgements

Matthew Preisser

Study Area

SRTM

The Chao Phraya River and surrounding watershed has seen an

extensive increase in urban development in the last century, while

simultaneously experiencing significant degradation in water

quality. Covering 30% of Thailand, the Chao Phraya watershed

encompasses rural areas and major metropolitan centers,

including Bangkok. The poorest water quality is found in the

southernmost reaches of the river, which directly flows through

the administrative capital. Due to rising concerns from the

Bangkok Metropolitan Administration (BMA) and the Asian

Institute of Technology (AIT), this study identifies locations to

prioritize watershed remediation efforts. Using the Tropical

Rainfall Measuring Mission (TRMM) Multi-Satellite Precipitation

Analysis (TMPA) and Shuttle Radar Topography Mission (SRTM)

datasets as inputs, this study applied the Soil and Water

Assessment Tool (SWAT) to model the change in water quality

over 5-year increments from 2003-2017. The change in water

quality, defined as sediment concentration, was analyzed in

comparison with the historical changes in the urban footprint.

Additionally, a regression analysis was completed to determine

the potential relationship between urbanization and sediment

concentrations. The team found that the greatest increases in

sediment contributions occurred in the upper and middle sub-

basins of the watershed. No correlation was found between

percent change in urbanization and percent change in sediment

contribution from 2003-2017, suggesting that urban land cover

change does not directly impact sediment loads. The results from

this analysis will be used by project end users for future

mitigation efforts and, more generally, to expand their use of GIS

and NASA Earth observations.

Recent Average Water Quality 2015-2017

Water Quality and Urban Footprint Percent Change 2003-2017

Low High

Sediment Concentrationby Sub-basin (g/m3/km 2)

¯HighLow

Lo

wH

igh

Wate

r Q

uali

ty

Urban Area ¯

Seasonal Variation in Streamflow Seasonal Variation in Sediment Load

2003-2006 2007-2010 2011-2014 2015-2017

Month of the Year

Avg

. F

low

Ou

to

f W

ate

rsh

ed

(Th

ou

san

d C

ub

icM

ete

rs p

er

Seco

nd

)

Avg.

Sed

imen

t O

ut

of

Wate

rsh

ed

(Mil

lio

n M

etr

ic T

on

s p

er

Mo

nth

)

Month of the Year

¯Thailand

Chao Phraya Watershed

Bangkok^

Laos

Cambodia

Myanmar

Methodology

D A T A

Hydrologic

Response

Units

M O D E L

A N A L Y S I S

SERVIR-Mekong

RLCMS

Land Cover

FAO Harmonized World

Soil

Soil Type

SRTM

Digital Elevation Model (DEM)

Asian Institute of

Technology

River Shapefile

TRMM TMPA

Precipitation

NCEP CFSR

Humidity, Wind, Solar, Air Temperature

Royal Irrigation

Department

In Situ Data

Delineate the

Watershed

Streamflow &

Discharge

Calibration &

Validation

Recent Average

Water Quality Map

Water Quality

Time Series

Water Quality &

Urban Footprint

Percent Change

Map

Seasonal Variation

Graphs

0

1

2

3

4

5

6

7

8

9

10

1 2 3 4 5 6 7 8 9 10 11 12

Kathrene Garcia

Project Lead