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Effects of raster terrain representation on GIS shortest path analysis
Spatial analysis extracts meaning and insights from spatially referenced data, where the results are highly dependent on the quality of the data used and the manipulations on the data when preparing it for analysis. Users should understand the impacts that data representations may have on their resu...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Public Library of Science
2021
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8049281/ https://www.ncbi.nlm.nih.gov/pubmed/33857239 http://dx.doi.org/10.1371/journal.pone.0250106 |
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author | Medrano, F. Antonio |
author_facet | Medrano, F. Antonio |
author_sort | Medrano, F. Antonio |
collection | PubMed |
description | Spatial analysis extracts meaning and insights from spatially referenced data, where the results are highly dependent on the quality of the data used and the manipulations on the data when preparing it for analysis. Users should understand the impacts that data representations may have on their results in order to prevent distortions in their outcomes. We study the consequences of two common data preparations when locating a linear feature performing shortest path analysis on raster terrain data: 1) the connectivity of the network generated by connecting raster cells to their neighbors, and 2) the range of the attribute scale for assigning costs. Such analysis is commonly used to locate transmission lines, where the results could have major implications on project cost and its environmental impact. Experiments in solving biobjective shortest paths show that results are highly dependent on the parameters of the data representations, with exceedingly variable results based on the choices made in reclassifying attributes and generating networks from the raster. Based on these outcomes, we outline recommendations for ensuring geographic information system (GIS) data representations maintain analysis results that are accurate and unbiased. |
format | Online Article Text |
id | pubmed-8049281 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-80492812021-04-21 Effects of raster terrain representation on GIS shortest path analysis Medrano, F. Antonio PLoS One Research Article Spatial analysis extracts meaning and insights from spatially referenced data, where the results are highly dependent on the quality of the data used and the manipulations on the data when preparing it for analysis. Users should understand the impacts that data representations may have on their results in order to prevent distortions in their outcomes. We study the consequences of two common data preparations when locating a linear feature performing shortest path analysis on raster terrain data: 1) the connectivity of the network generated by connecting raster cells to their neighbors, and 2) the range of the attribute scale for assigning costs. Such analysis is commonly used to locate transmission lines, where the results could have major implications on project cost and its environmental impact. Experiments in solving biobjective shortest paths show that results are highly dependent on the parameters of the data representations, with exceedingly variable results based on the choices made in reclassifying attributes and generating networks from the raster. Based on these outcomes, we outline recommendations for ensuring geographic information system (GIS) data representations maintain analysis results that are accurate and unbiased. Public Library of Science 2021-04-15 /pmc/articles/PMC8049281/ /pubmed/33857239 http://dx.doi.org/10.1371/journal.pone.0250106 Text en © 2021 F. Antonio Medrano https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Medrano, F. Antonio Effects of raster terrain representation on GIS shortest path analysis |
title | Effects of raster terrain representation on GIS shortest path analysis |
title_full | Effects of raster terrain representation on GIS shortest path analysis |
title_fullStr | Effects of raster terrain representation on GIS shortest path analysis |
title_full_unstemmed | Effects of raster terrain representation on GIS shortest path analysis |
title_short | Effects of raster terrain representation on GIS shortest path analysis |
title_sort | effects of raster terrain representation on gis shortest path analysis |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8049281/ https://www.ncbi.nlm.nih.gov/pubmed/33857239 http://dx.doi.org/10.1371/journal.pone.0250106 |
work_keys_str_mv | AT medranofantonio effectsofrasterterrainrepresentationongisshortestpathanalysis |