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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. Dr. Paul Evangelista, Colorado State University, Natural Resource Ecology Laboratory Nicholas Young, Colorado State University, Natural Resource Ecology Laboratory Tony Vorster, Colorado State University, Natural Resource Ecology Laboratory Brian Woodward, Colorado State University, Natural Resource Ecology Laboratory Acknowledgements Abstract Since the completion of the Flaming Gorge Dam in 1964, artificial flow releases along the Green River have promoted channel narrowing and encouraged non-native vegetation encroachment into the active stream channel. These changes in the Green River’s flow regime have reduced the backwater habitat of four native endangered fish species: the Colorado Pikeminnow (Ptychocheilus lucius), Razorback Sucker (Xyrauchen texanus), Humpback Chub (Gila cypha), and Bonytail (Gila elegans). To promote population recovery, this project developed the River Morphology Evaluation Toolbox (RMET), a Google Earth Engine (GEE) tool, to more efficiently and cost-effectively monitor changes in vegetation and hydrology across large spatial and temporal scales. Using imagery collected from Landsat 5 Thematic Mapper (TM), Landsat 7 Enhanced Thematic Mapper Plus (ETM+), Landsat 8 Operational Land Imager (OLI) and Thermal Infrared Sensor (TIRS), Shuttle Radar Topography Mission (SRTM), and Sentinel-2 Multispectral Instrument (MSI) satellites, the team used the normalized difference vegetation index (NDVI), soil adjusted vegetation index (SAVI), modified normalized difference water index (MNDWI), and normalized difference water index (NDWI) to detect landcover changes. Trends in spectral index changes over user-selected focal years and the magnitudes of those changes were isolated and visualized through RMET. The project partners at the National Park Service and the Upper Colorado River Endangered Fish Recovery Program will use RMET to identify potential sites where changes in riparian vegetation and the active stream channel may have reduced fish habitat to make more informed recommendations for flow releases from the Flaming Gorge Dam. Colorado – Fort Collins| Summer 2018 Utah and Colorado Water Resources Designing a Modeling User Interface Incorporating Landsat to Monitor Changes in Riparian Vegetation and Endangered Fish Habitat Conclusions RMET via Google Earth Engine enables rapid detection of changes which have occurred in riparian vegetation distribution and hydrology features along the Green, Yampa, White, and Colorado Rivers since 1984. This enhances our project partners’ ability to identify areas of potential endangered fish habitat loss and determine locations for more intensive field studies. Spectral index change maps support the well-documented phenomenon of stream channel narrowing and vegetation encroachment into the active stream channel. Objectives Test the feasibility of detecting river geomorphology change and vegetation encroachment using NASA Earth observations Create a model which uses vegetation and water spectral indices to create binary presence/absence maps Develop an interactive Google Earth Engine (GEE) tool and accompanying tutorial to monitor changes in vegetation and hydrology Earth Observations Landsat 5 TM Landsat 7 ETM+ Landsat 8 OLI Sentinel-2 MSI SRTM Project Partners National Park Service, Water Resources Division National Park Service, Inventory & Monitoring Division, Northern Colorado Plateau Network Upper Colorado River Endangered Fish Recovery Program Methodology Data 2 Sensor Input 1 Software 3 Output 4 Change Detection GUI Google Earth Engine NASA Earth Observations Landsat 5, 7, 8 SRTM Sentinel-2 V-BET NHD ArcMap Team Members Margaret Mulhern Project Lead Kristen Dennis Nathaniel Penrod Daniel Carver Study Area Study Area Map Our study area covers about 872 kilometers of riparian corridors in the Upper Colorado River Basin. The time frame for our study was from 1984 to 2017. To better illustrate our findings, we focused on Snider Bottom because it appears vegetation has encroached into the active stream channel, the channel has narrowed, and endangered species habitat has potentially been reduced in this area. Study Area Rivers Interstate National Park Service Land Salt Lake City Yampa River White River Colorado River Green River Provo Grand Junction Moab Green River UTAH COLORADO Flaming Gorge Dam Dinosaur Nat’l Monument Canyonlands Nat’l Park Snider Bottom Area Enlarged Vegetation Water 0 100 200 300 400 1984 2017 Hectares Land Cover Area Snider Bottom Land Cover Change 1984 2017 MNDW I NDVI Snider Bottom NDVI Change: 1984 - 2017 Increase Greener Less Green Snider Bottom MNDWI Change: 1984 - 2017 Wetter Drier Results 1990 1995 2000 2005 2010 2015 1.0 0.5 0.0 -0.5 -1.0 1.0 0.5 0.0 -0.5 -1.0 1990 1995 2000 2005 2010 2015

Designing a Modeling User Interface Incorporating Landsat to … · This material is based upon work supported by NASA through contract NNL16AA05C and cooperative agreement NNX14AB60A

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Page 1: Designing a Modeling User Interface Incorporating Landsat to … · This material is based upon work supported by NASA through contract NNL16AA05C and cooperative agreement NNX14AB60A

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.

Dr. Paul Evangelista, Colorado State University, Natural Resource Ecology Laboratory

Nicholas Young, Colorado State University, Natural Resource Ecology Laboratory

Tony Vorster, Colorado State University, Natural Resource Ecology Laboratory

Brian Woodward, Colorado State University, Natural Resource Ecology Laboratory

Acknowledgements

AbstractSince the completion of the Flaming Gorge Dam in 1964, artificial flow releases along the Green Riverhave promoted channel narrowing and encouraged non-native vegetation encroachment into the activestream channel. These changes in the Green River’s flow regime have reduced the backwater habitat offour native endangered fish species: the Colorado Pikeminnow (Ptychocheilus lucius), Razorback Sucker(Xyrauchen texanus), Humpback Chub (Gila cypha), and Bonytail (Gila elegans). To promote populationrecovery, this project developed the River Morphology Evaluation Toolbox (RMET), a Google EarthEngine (GEE) tool, to more efficiently and cost-effectively monitor changes in vegetation and hydrologyacross large spatial and temporal scales. Using imagery collected from Landsat 5 Thematic Mapper (TM),Landsat 7 Enhanced Thematic Mapper Plus (ETM+), Landsat 8 Operational Land Imager (OLI) andThermal Infrared Sensor (TIRS), Shuttle Radar Topography Mission (SRTM), and Sentinel-2Multispectral Instrument (MSI) satellites, the team used the normalized difference vegetation index(NDVI), soil adjusted vegetation index (SAVI), modified normalized difference water index (MNDWI),and normalized difference water index (NDWI) to detect landcover changes. Trends in spectral indexchanges over user-selected focal years and the magnitudes of those changes were isolated and visualizedthrough RMET. The project partners at the National Park Service and the Upper Colorado RiverEndangered Fish Recovery Program will use RMET to identify potential sites where changes in riparianvegetation and the active stream channel may have reduced fish habitat to make more informedrecommendations for flow releases from the Flaming Gorge Dam.

Colorado – Fort Collins| Summer 2018Utah and Colorado Water Resources

Designing a Modeling User Interface Incorporating Landsat to Monitor Changes in Riparian Vegetation and Endangered Fish Habitat

Conclusions RMET via Google Earth Engine enables rapid detection of changes which have occurred in

riparian vegetation distribution and hydrology features along the Green, Yampa, White, andColorado Rivers since 1984. This enhances our project partners’ ability to identify areas ofpotential endangered fish habitat loss and determine locations for more intensive field studies.

Spectral index change maps support the well-documented phenomenon of stream channelnarrowing and vegetation encroachment into the active stream channel.

ObjectivesTest the feasibility of detecting river geomorphology change and vegetation encroachment using

NASA Earth observations

Create a model which uses vegetation and water spectral indices to create binary presence/absence maps

Develop an interactive Google Earth Engine (GEE) tool and accompanying tutorial to monitor changes in vegetation and hydrology

Earth Observations

Landsat 5 TM Landsat 7 ETM+ Landsat 8 OLI Sentinel-2 MSI SRTM

Project Partners National Park Service, Water Resources Division

National Park Service, Inventory & Monitoring Division,

Northern Colorado Plateau Network

Upper Colorado River Endangered Fish Recovery Program

Methodology

Data

2

Sensor Input

1

Software

3

Output

4

Change

Detection GUI

Google

Earth

Engine

NASA Earth

Observations

Landsat 5, 7, 8

SRTM

Sentinel-2

V-BET NHD ArcMap

Team Members

Margaret Mulhern

Project Lead

Kristen Dennis Nathaniel PenrodDaniel Carver

Study Area

Study Area Map

Our study area covers about872 kilometers of ripariancorridors in the UpperColorado River Basin.

The time frame for our studywas from 1984 to 2017.

To better illustrate ourfindings, we focused onSnider Bottom because itappears vegetation hasencroached into the activestream channel, the channelhas narrowed, and endangeredspecies habitat has potentiallybeen reduced in this area.

Study Area

Rivers

Interstate

National Park

Service Land

Salt Lake City

Yampa River

White River

Colorado River

Green River

Provo

Grand

Junction

Moab

Green River

U T A H C O L O R A D O

FlamingGorge Dam

Dinosaur Nat’lMonument

Canyonlands Nat’l Park

SniderBottom

Area Enlarged

Vegetation Water

0

100

200

300

400

1984 2017

He

cta

res

Land Cover Area

Snider Bottom Land Cover Change

1984 2017

MNDWI

NDVI

Snider Bottom NDVI Change: 1984 - 2017

IncreaseGreener

Less Green

Snider Bottom MNDWI Change: 1984 - 2017

Wetter

Drier

Results

1990 1995 2000 2005 2010 2015

1.0

0.5

0.0

-0.5

-1.0

1.0

0.5

0.0

-0.5

-1.0

1990 1995 2000 2005 2010 2015