SUPERVISED CLASSIFICATION OF LANDSAT-7 IMAGERY FOR THE DETECTION OF PHRAGMITES AUSTRALIS IN BACK BAY NATIONAL WILDLIFE REFUGE
Phragmites australis, also known as common reed, is a major invasive species that inhabits much of the coastal marshland in the southeastern United States. P. australis out competes many native species of vegetation, thereby eradicating the habitat of many waterfowl and shore birds. Different manage...
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Veröffentlicht in: | Journal of the North Carolina Academy of Science 2005-07, Vol.121 (2), p.61-70 |
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creator | MCLEOD, GEORGE M. DAIGNEAU, JOSEPH GUCWA, ROBERT J. |
description | Phragmites australis, also known as common reed, is a major invasive species that inhabits much of the coastal marshland in the southeastern United States. P. australis out competes many native species of vegetation, thereby eradicating the habitat of many waterfowl and shore birds. Different management methods have been applied to eradicate this species, but none have been entirely effective. We examine the viability of using combined remote sensing and GIS techniques to obtain improved accuracy in the mapping and management of the spread of the reed. A GPS receiver was used within the study site of Back Bay National Wildlife Refuge to record the location of homogenous stands of common reed. The locations of these stands were superimposed on a multi-spectral Landsat-7 image for the purpose of extracting the spectral signature of P. australis. Using a supervised classification method, this signature was applied to satellite imagery of the entire study area. A multi-date analysis revealed dramatic spread of P. australis in areas of the refuge that are not subject to regular inspection and management. |
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P. australis out competes many native species of vegetation, thereby eradicating the habitat of many waterfowl and shore birds. Different management methods have been applied to eradicate this species, but none have been entirely effective. We examine the viability of using combined remote sensing and GIS techniques to obtain improved accuracy in the mapping and management of the spread of the reed. A GPS receiver was used within the study site of Back Bay National Wildlife Refuge to record the location of homogenous stands of common reed. The locations of these stands were superimposed on a multi-spectral Landsat-7 image for the purpose of extracting the spectral signature of P. australis. Using a supervised classification method, this signature was applied to satellite imagery of the entire study area. 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P. australis out competes many native species of vegetation, thereby eradicating the habitat of many waterfowl and shore birds. Different management methods have been applied to eradicate this species, but none have been entirely effective. We examine the viability of using combined remote sensing and GIS techniques to obtain improved accuracy in the mapping and management of the spread of the reed. A GPS receiver was used within the study site of Back Bay National Wildlife Refuge to record the location of homogenous stands of common reed. The locations of these stands were superimposed on a multi-spectral Landsat-7 image for the purpose of extracting the spectral signature of P. australis. Using a supervised classification method, this signature was applied to satellite imagery of the entire study area. A multi-date analysis revealed dramatic spread of P. australis in areas of the refuge that are not subject to regular inspection and management.</description><subject>Image classification</subject><subject>Invasive species</subject><subject>Land cover</subject><subject>Pixels</subject><subject>Remote sensing</subject><subject>Signatures</subject><subject>Spectral signatures</subject><subject>Waterfowl</subject><subject>Wetlands</subject><subject>Wildlife refuges</subject><issn>2167-5872</issn><issn>2167-5880</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2005</creationdate><recordtype>article</recordtype><sourceid/><recordid>eNqFjMFqwkAURQepoFU_QXg_EIhJdOLyOXmTPBwTmZkorsSFgqK0JN100X9XSu3Wzb0H7uF2RD-azGQwTdPw7Z9l1BPvbXsJwySJ4rQvfly9JrthRxkog86xZoWeqxIqDQbLzKEPJPAKc7I70JUFXxBk5Ek9tXVhMV-xJwdYO2_RsAMuYYFq-YgdlL-PaGDLJjOsCSzpOqeh6J4O1_Y4-uuBGGvyqggu7ddHs_9szrdD872PklhOUjmPX-13nDNAFg</recordid><startdate>20050701</startdate><enddate>20050701</enddate><creator>MCLEOD, GEORGE M.</creator><creator>DAIGNEAU, JOSEPH</creator><creator>GUCWA, ROBERT J.</creator><general>North Carolina Academy of Science, Inc</general><scope/></search><sort><creationdate>20050701</creationdate><title>SUPERVISED CLASSIFICATION OF LANDSAT-7 IMAGERY FOR THE DETECTION OF PHRAGMITES AUSTRALIS IN BACK BAY NATIONAL WILDLIFE REFUGE</title><author>MCLEOD, GEORGE M. ; DAIGNEAU, JOSEPH ; GUCWA, ROBERT J.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-jstor_primary_243718793</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2005</creationdate><topic>Image classification</topic><topic>Invasive species</topic><topic>Land cover</topic><topic>Pixels</topic><topic>Remote sensing</topic><topic>Signatures</topic><topic>Spectral signatures</topic><topic>Waterfowl</topic><topic>Wetlands</topic><topic>Wildlife refuges</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>MCLEOD, GEORGE M.</creatorcontrib><creatorcontrib>DAIGNEAU, JOSEPH</creatorcontrib><creatorcontrib>GUCWA, ROBERT J.</creatorcontrib><jtitle>Journal of the North Carolina Academy of Science</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>MCLEOD, GEORGE M.</au><au>DAIGNEAU, JOSEPH</au><au>GUCWA, ROBERT J.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>SUPERVISED CLASSIFICATION OF LANDSAT-7 IMAGERY FOR THE DETECTION OF PHRAGMITES AUSTRALIS IN BACK BAY NATIONAL WILDLIFE REFUGE</atitle><jtitle>Journal of the North Carolina Academy of Science</jtitle><date>2005-07-01</date><risdate>2005</risdate><volume>121</volume><issue>2</issue><spage>61</spage><epage>70</epage><pages>61-70</pages><issn>2167-5872</issn><eissn>2167-5880</eissn><abstract>Phragmites australis, also known as common reed, is a major invasive species that inhabits much of the coastal marshland in the southeastern United States. P. australis out competes many native species of vegetation, thereby eradicating the habitat of many waterfowl and shore birds. Different management methods have been applied to eradicate this species, but none have been entirely effective. We examine the viability of using combined remote sensing and GIS techniques to obtain improved accuracy in the mapping and management of the spread of the reed. A GPS receiver was used within the study site of Back Bay National Wildlife Refuge to record the location of homogenous stands of common reed. The locations of these stands were superimposed on a multi-spectral Landsat-7 image for the purpose of extracting the spectral signature of P. australis. Using a supervised classification method, this signature was applied to satellite imagery of the entire study area. A multi-date analysis revealed dramatic spread of P. australis in areas of the refuge that are not subject to regular inspection and management.</abstract><pub>North Carolina Academy of Science, Inc</pub></addata></record> |
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subjects | Image classification Invasive species Land cover Pixels Remote sensing Signatures Spectral signatures Waterfowl Wetlands Wildlife refuges |
title | SUPERVISED CLASSIFICATION OF LANDSAT-7 IMAGERY FOR THE DETECTION OF PHRAGMITES AUSTRALIS IN BACK BAY NATIONAL WILDLIFE REFUGE |
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