Land-cover detection and landscape structure analysis in the Pachitea Basin, Peruvian Amazon

Classification procedures, including atmospheric correction satellite images as well as classification performance utilizing calibration and validation at different levels, have been investigated in the context of a coarse land-cover classification scheme for the Pachitea Basin. Two different correc...

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Main Author: Gann, Daniel
Format: Others
Published: FIU Digital Commons 2002
Subjects:
Online Access:http://digitalcommons.fiu.edu/etd/2009
http://digitalcommons.fiu.edu/cgi/viewcontent.cgi?article=3269&context=etd
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spelling ndltd-fiu.edu-oai-digitalcommons.fiu.edu-etd-32692018-01-05T15:31:06Z Land-cover detection and landscape structure analysis in the Pachitea Basin, Peruvian Amazon Gann, Daniel Classification procedures, including atmospheric correction satellite images as well as classification performance utilizing calibration and validation at different levels, have been investigated in the context of a coarse land-cover classification scheme for the Pachitea Basin. Two different correction methods were tested against no correction in terms of reflectance correction towards a common response for pseudo-invariant features (PIF). The accuracy of classifications derived from each of the three methods was then assessed in a discriminant analysis using crossvalidation at pixel, polygon, region, and image levels. Results indicate that only regression adjusted images using PIFs show no significant difference between images in any of the bands. A comparison of classifications at different levels suggests though that at pixel, polygon, and region levels the accuracy of the classifications do not significantly differ between corrected and uncorrected images. Spatial patterns of land-cover were analyzed in terms of colonization history, infrastructure, suitability of the land, and landownership. The actual use of the land is driven mainly by the ability to access the land and markets as is obvious in the distribution of land cover as a function of distance to rivers and roads. When considering all rivers and roads a threshold distance at which disproportional agro-pastoral land cover switches from over represented to under represented is at about 1km. Best land use suggestions seem not to affect the choice of land use. Differences in abundance of land cover between watersheds are more prevailing than differences between colonist and indigenous groups. 2002-11-26T08:00:00Z text application/pdf http://digitalcommons.fiu.edu/etd/2009 http://digitalcommons.fiu.edu/cgi/viewcontent.cgi?article=3269&context=etd FIU Electronic Theses and Dissertations FIU Digital Commons Environmental Sciences
collection NDLTD
format Others
sources NDLTD
topic Environmental Sciences
spellingShingle Environmental Sciences
Gann, Daniel
Land-cover detection and landscape structure analysis in the Pachitea Basin, Peruvian Amazon
description Classification procedures, including atmospheric correction satellite images as well as classification performance utilizing calibration and validation at different levels, have been investigated in the context of a coarse land-cover classification scheme for the Pachitea Basin. Two different correction methods were tested against no correction in terms of reflectance correction towards a common response for pseudo-invariant features (PIF). The accuracy of classifications derived from each of the three methods was then assessed in a discriminant analysis using crossvalidation at pixel, polygon, region, and image levels. Results indicate that only regression adjusted images using PIFs show no significant difference between images in any of the bands. A comparison of classifications at different levels suggests though that at pixel, polygon, and region levels the accuracy of the classifications do not significantly differ between corrected and uncorrected images. Spatial patterns of land-cover were analyzed in terms of colonization history, infrastructure, suitability of the land, and landownership. The actual use of the land is driven mainly by the ability to access the land and markets as is obvious in the distribution of land cover as a function of distance to rivers and roads. When considering all rivers and roads a threshold distance at which disproportional agro-pastoral land cover switches from over represented to under represented is at about 1km. Best land use suggestions seem not to affect the choice of land use. Differences in abundance of land cover between watersheds are more prevailing than differences between colonist and indigenous groups.
author Gann, Daniel
author_facet Gann, Daniel
author_sort Gann, Daniel
title Land-cover detection and landscape structure analysis in the Pachitea Basin, Peruvian Amazon
title_short Land-cover detection and landscape structure analysis in the Pachitea Basin, Peruvian Amazon
title_full Land-cover detection and landscape structure analysis in the Pachitea Basin, Peruvian Amazon
title_fullStr Land-cover detection and landscape structure analysis in the Pachitea Basin, Peruvian Amazon
title_full_unstemmed Land-cover detection and landscape structure analysis in the Pachitea Basin, Peruvian Amazon
title_sort land-cover detection and landscape structure analysis in the pachitea basin, peruvian amazon
publisher FIU Digital Commons
publishDate 2002
url http://digitalcommons.fiu.edu/etd/2009
http://digitalcommons.fiu.edu/cgi/viewcontent.cgi?article=3269&context=etd
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