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April 23, 2015 Mapping croplands using Landsat data with generalized classifier over large areas Aparna Phalke and Prof. Mutlu Ozdogan Nelson Institute.

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Presentation on theme: "April 23, 2015 Mapping croplands using Landsat data with generalized classifier over large areas Aparna Phalke and Prof. Mutlu Ozdogan Nelson Institute."— Presentation transcript:

1 April 23, 2015 Mapping croplands using Landsat data with generalized classifier over large areas Aparna Phalke and Prof. Mutlu Ozdogan Nelson Institute for Environmental Studies University of Wisconsin - Madison

2 Updates on following Progress in processing random scenes Results on turkey and Syria Random scene processing

3 Methods for Generalization Create buffer of 915 km around the original footprint Select random three random footprints for each

4 Randomly Selected footprints

5 Landsat Footprints collected 2009-2011 Random1Random2Random3 Selected Footprintsscenespathrowscenespathrowscenespathrowscenes Turkey(172/34)52171354617139311692940 Syria(174/35)53172301816839371753334 Tunisia(192/35)59189313219635461944048 Algeria(193/35)41196291719537471913956 Egypt(177/39)26182384617241271774029 Morocco(201/37)54196414220139622023447 Romania(182/29)49182245818528431843336 Bulgaria(182/30)5318524818327351793336 Ukraine(181/26)53182212418325371752331 Poland(189/24)28187192719320211912729 Germany(193/24)32198181919223411932726 UK(202/24)1819425120027222072211 France(199/26)10196232419727262003135 Hungary(187/27)31190263618622281843035 Italy(192/29)43196262819230421882532 Portugal(203/33)44198385220132592002931 Spain(200/33)42194364520138512023138 Total688523655594 All total2460 RandomTotal1772

6 Methodology 1. Atmospheric Correction2. Cloud Masking3. EVI creation4. EVI Stacking5. EVI Temporal Statistics6. Performing LDA Model7. Developing Crop/non-crop map8. Accuracy assessment

7 Methodology Accuracy of Random scenes Each scene trained by 100 random points These random points are used to get overall accuracy.

8 Results Random : Turkey 1, Turkey 2, Turkey 3

9 Accuracy 68.00% Accuracy 71.00% Accuracy 63.00%

10 Accuracy 89.00% Accuracy 86.00% Accuracy 88.00%

11 Accuracy 89.00% Accuracy 87.00% Accuracy 66.00%

12 Results Random : Syria 1, Syria 2, Syria 3

13 Accuracy 83.00% Accuracy 87.00% Accuracy 81.00%

14 Accuracy 98.00% Accuracy 64.00% Accuracy 93.00%

15 Accuracy 73.00% Accuracy 57.00% Accuracy 76.00%

16 Thank you phalke@wisc.edu


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