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Mapping South Asian Mapping South Asian dry dry dipterocarp forest dipterocarp forest using dual-season using dual-season satellite imagery. satellite imagery. Hugh Stimson, Melissa Songer & Peter Hugh Stimson, Melissa Songer & Peter Leimgruber Leimgruber 2nd Smithsonian Geographic Information Systems 2nd Smithsonian Geographic Information Systems Conference February 11, 2005 Conference February 11, 2005 National National Zoological Park Zoological Park Conservation & Research Conservation & Research Center Center Conservation Conservation

Mapping South Asian dry dipterocarp forest using dualseason satellite imagery

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Page 1: Mapping South Asian dry dipterocarp forest using dualseason satellite imagery

Mapping South Asian dry Mapping South Asian dry dipterocarp forest dipterocarp forest using dual-season satellite using dual-season satellite imagery.imagery.Hugh Stimson, Melissa Songer & Peter LeimgruberHugh Stimson, Melissa Songer & Peter Leimgruber

2nd Smithsonian Geographic Information Systems Conference 2nd Smithsonian Geographic Information Systems Conference February 11, 2005February 11, 2005

National Zoological ParkNational Zoological Park

Conservation & Research CenterConservation & Research Center

Conservation GIS LabConservation GIS Lab

Page 2: Mapping South Asian dry dipterocarp forest using dualseason satellite imagery

Dry Dipterocarp ForestDry Dipterocarp Forest““Indaing”Indaing”

High IndaingHigh Indaing Low IndaingLow Indaing

• South East and South AsiaSouth East and South Asia• Highly seasonalHighly seasonal• Regular burningRegular burning• Occurs near humansOccurs near humans

Page 3: Mapping South Asian dry dipterocarp forest using dualseason satellite imagery

Dry Dipterocarp ForestDry Dipterocarp Forest““Indaing”Indaing”

Eld’s DeerEld’s DeerCervus eldi thaminCervus eldi thamin

LeopardLeopardPanthera pardusPanthera pardus

BatengBatengBos javanicusBos javanicus

• also Asian Hare, Barking Deer, othersalso Asian Hare, Barking Deer, others

Page 4: Mapping South Asian dry dipterocarp forest using dualseason satellite imagery

• Cervus eldi thaminCervus eldi thamin

• Dry Dipterocarp Forest preferred habitatDry Dipterocarp Forest preferred habitat

• Gone from most of former rangeGone from most of former range

• Habitat loss most significant threatHabitat loss most significant threat

• Resident of CRCResident of CRC

Dry Dipterocarp ForestDry Dipterocarp Forest““Indaing”Indaing”

Page 5: Mapping South Asian dry dipterocarp forest using dualseason satellite imagery

Dry Dipterocarp ForestDry Dipterocarp Forest““Indaing”Indaing”

• Agricultural replacementAgricultural replacement

• Timber and non-timber extractionTimber and non-timber extraction

Page 6: Mapping South Asian dry dipterocarp forest using dualseason satellite imagery

Sensing and MappingSensing and Mapping

Chatthin National ParkChatthin National Park December 2000 ASTER imageDecember 2000 ASTER image

Chatthin National ParkChatthin National Park March 2000 ASTER imageMarch 2000 ASTER image

Page 7: Mapping South Asian dry dipterocarp forest using dualseason satellite imagery

Sensing and MappingSensing and Mapping

November 2001 Landsat imageNovember 2001 Landsat image

March 2000 Landsat imageMarch 2000 Landsat image

Page 8: Mapping South Asian dry dipterocarp forest using dualseason satellite imagery

Sensing and MappingSensing and Mapping

Page 9: Mapping South Asian dry dipterocarp forest using dualseason satellite imagery

Sensing and MappingSensing and Mapping

-- -- Protected Areas Systems Review of the Indo-Malayan RealmProtected Areas Systems Review of the Indo-Malayan Realm Asian Bureau for ConservationAsian Bureau for Conservation

Page 10: Mapping South Asian dry dipterocarp forest using dualseason satellite imagery

Dual-Season SensingDual-Season Sensing

November 2001 image – wet seasonNovember 2001 image – wet season

March 2000 image – dry seasonMarch 2000 image – dry season

Page 11: Mapping South Asian dry dipterocarp forest using dualseason satellite imagery

Dual-Season SensingDual-Season Sensing

April 7 2003 MODIS image – dry seasonApril 7 2003 MODIS image – dry season

November 1 2003 MODIS image – wet seasonNovember 1 2003 MODIS image – wet season

Moderate-Resolution Imaging Moderate-Resolution Imaging Spectroradiometer (MODIS)Spectroradiometer (MODIS)• NASA operatedNASA operated• 1-2 day temporal resolution1-2 day temporal resolution• 36 discrete bands36 discrete bands• 250, 500, or 1000m pixels250, 500, or 1000m pixels

• 2300km swath2300km swath • several pre-processed productsseveral pre-processed products• freely availablefreely available

Page 12: Mapping South Asian dry dipterocarp forest using dualseason satellite imagery

Dual-Season SensingDual-Season Sensing

Page 13: Mapping South Asian dry dipterocarp forest using dualseason satellite imagery

Dual-Season SensingDual-Season Sensing

NDVI 880-660880+660

Normalized Differential Vegetation Index (NDVI)Normalized Differential Vegetation Index (NDVI)

Page 14: Mapping South Asian dry dipterocarp forest using dualseason satellite imagery

Dual-Season SensingDual-Season Sensing

April 7 2003 MODIS image – dry seasonApril 7 2003 MODIS image – dry season

November 1 2003 MODIS image – wet seasonNovember 1 2003 MODIS image – wet season

Moderate-Resolution Imaging Moderate-Resolution Imaging Spectroradiometer (MODIS)Spectroradiometer (MODIS)• NASA operatedNASA operated• 1-2 day temporal resolution1-2 day temporal resolution• 36 discrete bands36 discrete bands• 250, 500, or 1000m pixels250, 500, or 1000m pixels

• 2300km swath2300km swath • several pre-processed productsseveral pre-processed products• freely availablefreely available

Page 15: Mapping South Asian dry dipterocarp forest using dualseason satellite imagery

Dual-Season SensingDual-Season Sensing

April 7 2003 MODIS image – dry seasonApril 7 2003 MODIS image – dry season

November 1 2003 MODIS image – wet seasonNovember 1 2003 MODIS image – wet season

Moderate-Resolution Imaging Moderate-Resolution Imaging Spectroradiometer (MODIS)Spectroradiometer (MODIS)• NASA operatedNASA operated• 1-2 day temporal resolution1-2 day temporal resolution• 36 discrete bands36 discrete bands• 250, 500, or 1000m pixels250, 500, or 1000m pixels

• 2300km swath2300km swath • several pre-processed productsseveral pre-processed products• freely availablefreely available

Raw data for classification.Raw data for classification.

Page 16: Mapping South Asian dry dipterocarp forest using dualseason satellite imagery

Dual-Season SensingDual-Season SensingAdvanced Spaceborne Thermal Advanced Spaceborne Thermal and Emmission and Reflection and Emmission and Reflection Radiometer (ASTER)Radiometer (ASTER)• NASA and Japanese Ministry of NASA and Japanese Ministry of Economy Trade and Industry Economy Trade and Industry operatedoperated• 14 discrete bands14 discrete bands• 15, 30, or 90m pixels15, 30, or 90m pixels• 60km swath 60km swath

March 7 2002 ASTER image – dry seasonMarch 7 2002 ASTER image – dry season

November 24 2001 ASTER image – wet seasonNovember 24 2001 ASTER image – wet season

Page 17: Mapping South Asian dry dipterocarp forest using dualseason satellite imagery

Dual-Season SensingDual-Season SensingAdvanced Spaceborne Thermal Advanced Spaceborne Thermal and Emmission and Reflection and Emmission and Reflection Radiometer (ASTER)Radiometer (ASTER)• NASA and Japanese Ministry of NASA and Japanese Ministry of Economy Trade and Industry Economy Trade and Industry operatedoperated• 14 discrete bands14 discrete bands• 15, 30, or 90m pixels15, 30, or 90m pixels• 60km swath 60km swath

March 7 2002 ASTER image – dry seasonMarch 7 2002 ASTER image – dry season

November 24 2001 ASTER image – wet seasonNovember 24 2001 ASTER image – wet season

Imagery for training Imagery for training classifactation.classifactation.

Page 18: Mapping South Asian dry dipterocarp forest using dualseason satellite imagery

Dual-Season SensingDual-Season Sensing

Page 19: Mapping South Asian dry dipterocarp forest using dualseason satellite imagery

Dual-Season SensingDual-Season Sensing

Page 20: Mapping South Asian dry dipterocarp forest using dualseason satellite imagery

Dual-Season AnalysisDual-Season Analysis

Page 21: Mapping South Asian dry dipterocarp forest using dualseason satellite imagery

April 7 2003 MODIS image – dry seasonApril 7 2003 MODIS image – dry season

November 1 2003 MODIS image – wet seasonNovember 1 2003 MODIS image – wet season

Dual-Season AnalysisDual-Season Analysis

Page 22: Mapping South Asian dry dipterocarp forest using dualseason satellite imagery

Dual-Season AnalysisDual-Season Analysis

Page 23: Mapping South Asian dry dipterocarp forest using dualseason satellite imagery

wet season NDVIwet season NDVI

ddrry y sseeaassoon n NNDDVIVI

Dual-Season AnalysisDual-Season Analysis

Page 24: Mapping South Asian dry dipterocarp forest using dualseason satellite imagery

wet season NDVIwet season NDVI

ddrry y sseeaassoon n NNDDVIVI

Dual-Season AnalysisDual-Season Analysis

Page 25: Mapping South Asian dry dipterocarp forest using dualseason satellite imagery

wet season NDVIwet season NDVI

ddrry y sseeaassoon n NNDDVIVI

Dual-Season AnalysisDual-Season Analysis

Page 26: Mapping South Asian dry dipterocarp forest using dualseason satellite imagery

wet season NDVIwet season NDVI

ddrry y sseeaassoon n NNDDVIVI

Dual-Season AnalysisDual-Season Analysis

Page 27: Mapping South Asian dry dipterocarp forest using dualseason satellite imagery

wet season NDVIwet season NDVI

ddrry y sseeaassoon n NNDDVIVI

Dual-Season AnalysisDual-Season Analysis

Page 28: Mapping South Asian dry dipterocarp forest using dualseason satellite imagery

ResultsResults

Results of supervised classification.Results of supervised classification.

Page 29: Mapping South Asian dry dipterocarp forest using dualseason satellite imagery

ResultsResults

Results of supervised classification.Results of supervised classification.

Page 30: Mapping South Asian dry dipterocarp forest using dualseason satellite imagery

ResultsResults

Page 31: Mapping South Asian dry dipterocarp forest using dualseason satellite imagery

ResultsResults

Page 32: Mapping South Asian dry dipterocarp forest using dualseason satellite imagery

Remaining to do:Remaining to do:

• Develop a landscape-level Develop a landscape-level accuracy assessment accuracy assessment approach.approach.

• Try including a digital Try including a digital elevation layer in the elevation layer in the classification model.classification model.

ResultsResults

Page 33: Mapping South Asian dry dipterocarp forest using dualseason satellite imagery

Thanks:Thanks:Thomas Mueller, Thomas Mueller, Dan Kelly, Dan Kelly, Jamie Robertson,Jamie Robertson,Kevin KoyKevin Koy

National Zoological ParkNational Zoological Park

Conservation & Research CenterConservation & Research Center

Conservation GIS LabConservation GIS Lab

Page 34: Mapping South Asian dry dipterocarp forest using dualseason satellite imagery

Landscape ValidationLandscape Validation

Page 35: Mapping South Asian dry dipterocarp forest using dualseason satellite imagery

Landscape ValidationLandscape Validation