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Hurricane Katrina Damage Analysis Alex Stern and William Tran
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Overview Assess the flood extent and impact created by Hurricane Katrina in New Orleans Examining Orleans Parish Duke University
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Initial Steps Collect Data Landsat 5 images from August 25 th, 2005 and September 7 th, 2005 Extract to Orleans Parish using Arc Map, Parish shapefile
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Classification Supervised classification for both images Landsat 5 bands 1,2,3,4, and 7 Five land cover classes Urban, Vegetation, Wetland, Water, and Flooded Urban
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Accuracy Assessment 2005 NAIP 2m orthophoto mosaic Class ReferenceClassifiedNumberProducersUsers Name Totals TotalsCorrect AccuracyAccuracy Class 0 38 54 38 --- --- Urban 16 25 10 62.50% 40.00% Vegetation 38 20 20 52.63%100.00% Wetlands 15 24 11 73.33% 45.83% Flooded 1 0 0 --- --- Water 42 27 27 64.29%100.00% Overall Classification Accuracy = 70.67% Overall Kappa Statistics = 0.6291 Class Name Kappa Class 0 0.6032 Urban 0.3284 Vegetation 1.0000 Wetlands 0.3981 Flooded 0.0000 Water 1.0000 *No accuracy assessment performed on post-storm image
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Rough Estimate
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Tabulated Data
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Flooded Urban
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Urban to Vegetation
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Water to Wetlands
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Tabulated Data
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Change Detection 37 sq miles of flooded urban 54 sq miles of flooded land Increase of water and vegetation Urban class lost 56 sq. miles Evaluated over total land area: ○ 134,585 persons displaced, 16,697 housing units damaged Evaluated over urban land area: ○ 281,332 persons displaced, 34,916 housing units damaged Loss of wetlands, errors 4 sq miles of wetlands changed to urban
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Problems and Limitations Inaccuracy of classifications Inaccuracy of census data interpretation and analysis Limitation of area analyzed Technical Errors ○ ArcMap conversions ○ Differences in shapefiles ○ Multiple extractions
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Real World Application FEMA Military Insurance rates
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Questions? NASA/Jeff Schmaltz, MODIS
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