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Filling in the gaps in Landsat 7 data Northwest GIS Users Group Conference Boise, Idaho, October 19 – 21, 2011 William J. Kramber Idaho Department of Water Resources Boise, Idaho Dr. Richard G. Allen and Dr. Ricardo Trezza Kimberly Research Center, University of Idaho Kimberly, Idaho

Filling in the gaps in Landsat 7 data Northwest GIS Users Group Conference Boise, Idaho, October 19 – 21, 2011 William J. Kramber Idaho Department of Water

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Page 1: Filling in the gaps in Landsat 7 data Northwest GIS Users Group Conference Boise, Idaho, October 19 – 21, 2011 William J. Kramber Idaho Department of Water

Filling in the gapsin Landsat 7 data

Northwest GIS Users Group ConferenceBoise, Idaho, October 19 – 21, 2011

William J. KramberIdaho Department of Water Resources

Boise, Idaho

Dr. Richard G. Allen and Dr. Ricardo TrezzaKimberly Research Center, University of Idaho

Kimberly, Idaho

Page 2: Filling in the gaps in Landsat 7 data Northwest GIS Users Group Conference Boise, Idaho, October 19 – 21, 2011 William J. Kramber Idaho Department of Water

Landsat USGS/NASA mission L5 launched 1984 L7 launched 1999

(damaged May, 2003)

30 meter pixels 16 day cycle 100 by 100 miles Free

Landsat 8 will launch in December 2012

Landsat 9?

NASA

NASA

Landsat 7

Page 3: Filling in the gaps in Landsat 7 data Northwest GIS Users Group Conference Boise, Idaho, October 19 – 21, 2011 William J. Kramber Idaho Department of Water

p40r30_l7_20110728.img

Page 4: Filling in the gaps in Landsat 7 data Northwest GIS Users Group Conference Boise, Idaho, October 19 – 21, 2011 William J. Kramber Idaho Department of Water

Gaps in Landsat 7Gaps in Landsat 7

Scan line corrector failed on May 31, 2003

Page 5: Filling in the gaps in Landsat 7 data Northwest GIS Users Group Conference Boise, Idaho, October 19 – 21, 2011 William J. Kramber Idaho Department of Water

ProceduresProcedures

Reproject Landsat 7 image to IDTM83 Produce NDVI Change gaps to unique value Compute mean NDVI of CLU polygons Fill in gaps with mean NDVI

Page 6: Filling in the gaps in Landsat 7 data Northwest GIS Users Group Conference Boise, Idaho, October 19 – 21, 2011 William J. Kramber Idaho Department of Water

Produce NDVINormalized Difference Vegetation Index

Produce NDVINormalized Difference Vegetation Index

ArcInfo tool developed by Eric Rafn Converts Landsat bands 3 and 4 to reflectance Outputs NDVI image

(IR – Red) / (IR + Red) sensitive to vegetation density

Page 7: Filling in the gaps in Landsat 7 data Northwest GIS Users Group Conference Boise, Idaho, October 19 – 21, 2011 William J. Kramber Idaho Department of Water

NDVI_toa.img

Page 8: Filling in the gaps in Landsat 7 data Northwest GIS Users Group Conference Boise, Idaho, October 19 – 21, 2011 William J. Kramber Idaho Department of Water

Change gaps to unique valueChange gaps to unique value

Page 9: Filling in the gaps in Landsat 7 data Northwest GIS Users Group Conference Boise, Idaho, October 19 – 21, 2011 William J. Kramber Idaho Department of Water

Compute mean NDVI of CLU polygons

Compute mean NDVI of CLU polygons

ArcInfo Zonal Statistics (ignore nodata, snap to input)

Input Output

Page 10: Filling in the gaps in Landsat 7 data Northwest GIS Users Group Conference Boise, Idaho, October 19 – 21, 2011 William J. Kramber Idaho Department of Water

Fill in gaps with mean NDVIFill in gaps with mean NDVI

Page 11: Filling in the gaps in Landsat 7 data Northwest GIS Users Group Conference Boise, Idaho, October 19 – 21, 2011 William J. Kramber Idaho Department of Water

Concern about Landsat’s futureConcern about Landsat’s future

Landsat 5 is 27 years old Landsat 7 is 12 years old Landsat 8 is scheduled for launch in Dec. of 2012 Funding for Landsat 9 is uncertain

Page 12: Filling in the gaps in Landsat 7 data Northwest GIS Users Group Conference Boise, Idaho, October 19 – 21, 2011 William J. Kramber Idaho Department of Water

Landsat used in Idahosince 1975

Landsat used in Idahosince 1975

Water rights monitoring Adjudication Land use and land cover mapping Conservation Reserve Enhancement Program Mapping Evapotranspiration

Page 13: Filling in the gaps in Landsat 7 data Northwest GIS Users Group Conference Boise, Idaho, October 19 – 21, 2011 William J. Kramber Idaho Department of Water

More InformationMore InformationFilling gapsChen,J., et al., 2011, A simple and effective method for filling gaps in Landsat ETM+ SLC-off images, Remote Sensing of Environment, v.115, no.4, p.1053-1064.

Landsathttp://landsat.gsfc.nasa.gov/about/http://www.idwr.idaho.gov/geographicinfo/landsat/LandsatConcerns.htm

NDVIhttp://earthobservatory.nasa.gov/Features/MeasuringVegetation/measuring_vegetation_1.php

Common Land Unit (CLU)http://www.fsa.usda.gov/FSA/apfoapp?area=home&subject=prod&topic=clu

Page 14: Filling in the gaps in Landsat 7 data Northwest GIS Users Group Conference Boise, Idaho, October 19 – 21, 2011 William J. Kramber Idaho Department of Water

Landsat mosaic