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Mapping Regional Distribution of a Single Tree Species: Whitebark Pine in the Greater Yellowstone Ecosystem

Moderate resolution satellite imagery traditionally has been thought to be inadequate for mapping vegetation at the species level. This has made comprehensive mapping of regional distributions of sensitive species, such as whitebark pine, either impractical or extremely time consuming. We sought to...

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Detalles Bibliográficos
Autores principales: Landenburger, Lisa, Lawrence, Rick L., Podruzny, Shannon, Schwartz, Charles C.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Molecular Diversity Preservation International (MDPI) 2008
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3705482/
https://www.ncbi.nlm.nih.gov/pubmed/27873796
http://dx.doi.org/10.3390/s8084983
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author Landenburger, Lisa
Lawrence, Rick L.
Podruzny, Shannon
Schwartz, Charles C.
author_facet Landenburger, Lisa
Lawrence, Rick L.
Podruzny, Shannon
Schwartz, Charles C.
author_sort Landenburger, Lisa
collection PubMed
description Moderate resolution satellite imagery traditionally has been thought to be inadequate for mapping vegetation at the species level. This has made comprehensive mapping of regional distributions of sensitive species, such as whitebark pine, either impractical or extremely time consuming. We sought to determine whether using a combination of moderate resolution satellite imagery (Landsat Enhanced Thematic Mapper Plus), extensive stand data collected by land management agencies for other purposes, and modern statistical classification techniques (boosted classification trees) could result in successful mapping of whitebark pine. Overall classification accuracies exceeded 90%, with similar individual class accuracies. Accuracies on a localized basis varied based on elevation. Accuracies also varied among administrative units, although we were not able to determine whether these differences related to inherent spatial variations or differences in the quality of available reference data.
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spelling pubmed-37054822013-07-09 Mapping Regional Distribution of a Single Tree Species: Whitebark Pine in the Greater Yellowstone Ecosystem Landenburger, Lisa Lawrence, Rick L. Podruzny, Shannon Schwartz, Charles C. Sensors (Basel) Article Moderate resolution satellite imagery traditionally has been thought to be inadequate for mapping vegetation at the species level. This has made comprehensive mapping of regional distributions of sensitive species, such as whitebark pine, either impractical or extremely time consuming. We sought to determine whether using a combination of moderate resolution satellite imagery (Landsat Enhanced Thematic Mapper Plus), extensive stand data collected by land management agencies for other purposes, and modern statistical classification techniques (boosted classification trees) could result in successful mapping of whitebark pine. Overall classification accuracies exceeded 90%, with similar individual class accuracies. Accuracies on a localized basis varied based on elevation. Accuracies also varied among administrative units, although we were not able to determine whether these differences related to inherent spatial variations or differences in the quality of available reference data. Molecular Diversity Preservation International (MDPI) 2008-08-25 /pmc/articles/PMC3705482/ /pubmed/27873796 http://dx.doi.org/10.3390/s8084983 Text en © 2008 by the authors; licensee Molecular Diversity Preservation International, Basel, Switzerland. This article is an open-access article distributed under the terms and conditions of the Creative Commons Attribution license (http://creativecommons.org/licenses/by/3.0/).
spellingShingle Article
Landenburger, Lisa
Lawrence, Rick L.
Podruzny, Shannon
Schwartz, Charles C.
Mapping Regional Distribution of a Single Tree Species: Whitebark Pine in the Greater Yellowstone Ecosystem
title Mapping Regional Distribution of a Single Tree Species: Whitebark Pine in the Greater Yellowstone Ecosystem
title_full Mapping Regional Distribution of a Single Tree Species: Whitebark Pine in the Greater Yellowstone Ecosystem
title_fullStr Mapping Regional Distribution of a Single Tree Species: Whitebark Pine in the Greater Yellowstone Ecosystem
title_full_unstemmed Mapping Regional Distribution of a Single Tree Species: Whitebark Pine in the Greater Yellowstone Ecosystem
title_short Mapping Regional Distribution of a Single Tree Species: Whitebark Pine in the Greater Yellowstone Ecosystem
title_sort mapping regional distribution of a single tree species: whitebark pine in the greater yellowstone ecosystem
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3705482/
https://www.ncbi.nlm.nih.gov/pubmed/27873796
http://dx.doi.org/10.3390/s8084983
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