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Impact of Habitat-Specific GPS Positional Error on Detection of Movement Scales by First-Passage Time Analysis

Advances in animal tracking technologies have reduced but not eliminated positional error. While aware of such inherent error, scientists often proceed with analyses that assume exact locations. The results of such analyses then represent one realization in a distribution of possible outcomes. Evalu...

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Detalles Bibliográficos
Autores principales: Williams, David M., Dechen Quinn, Amy, Porter, William F.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3492345/
https://www.ncbi.nlm.nih.gov/pubmed/23144884
http://dx.doi.org/10.1371/journal.pone.0048439
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author Williams, David M.
Dechen Quinn, Amy
Porter, William F.
author_facet Williams, David M.
Dechen Quinn, Amy
Porter, William F.
author_sort Williams, David M.
collection PubMed
description Advances in animal tracking technologies have reduced but not eliminated positional error. While aware of such inherent error, scientists often proceed with analyses that assume exact locations. The results of such analyses then represent one realization in a distribution of possible outcomes. Evaluating results within the context of that distribution can strengthen or weaken our confidence in conclusions drawn from the analysis in question. We evaluated the habitat-specific positional error of stationary GPS collars placed under a range of vegetation conditions that produced a gradient of canopy cover. We explored how variation of positional error in different vegetation cover types affects a researcher's ability to discern scales of movement in analyses of first-passage time for white-tailed deer (Odocoileus virginianus). We placed 11 GPS collars in 4 different vegetative canopy cover types classified as the proportion of cover above the collar (0–25%, 26–50%, 51–75%, and 76–100%). We simulated the effect of positional error on individual movement paths using cover-specific error distributions at each location. The different cover classes did not introduce any directional bias in positional observations (1 m≤mean≤6.51 m, 0.24≤p≤0.47), but the standard deviation of positional error of fixes increased significantly with increasing canopy cover class for the 0–25%, 26–50%, 51–75% classes (SD = 2.18 m, 3.07 m, and 4.61 m, respectively) and then leveled off in the 76–100% cover class (SD = 4.43 m). We then added cover-specific positional errors to individual deer movement paths and conducted first-passage time analyses on the noisy and original paths. First-passage time analyses were robust to habitat-specific error in a forest-agriculture landscape. For deer in a fragmented forest-agriculture environment, and species that move across similar geographic extents, we suggest that first-passage time analysis is robust with regard to positional errors.
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spelling pubmed-34923452012-11-09 Impact of Habitat-Specific GPS Positional Error on Detection of Movement Scales by First-Passage Time Analysis Williams, David M. Dechen Quinn, Amy Porter, William F. PLoS One Research Article Advances in animal tracking technologies have reduced but not eliminated positional error. While aware of such inherent error, scientists often proceed with analyses that assume exact locations. The results of such analyses then represent one realization in a distribution of possible outcomes. Evaluating results within the context of that distribution can strengthen or weaken our confidence in conclusions drawn from the analysis in question. We evaluated the habitat-specific positional error of stationary GPS collars placed under a range of vegetation conditions that produced a gradient of canopy cover. We explored how variation of positional error in different vegetation cover types affects a researcher's ability to discern scales of movement in analyses of first-passage time for white-tailed deer (Odocoileus virginianus). We placed 11 GPS collars in 4 different vegetative canopy cover types classified as the proportion of cover above the collar (0–25%, 26–50%, 51–75%, and 76–100%). We simulated the effect of positional error on individual movement paths using cover-specific error distributions at each location. The different cover classes did not introduce any directional bias in positional observations (1 m≤mean≤6.51 m, 0.24≤p≤0.47), but the standard deviation of positional error of fixes increased significantly with increasing canopy cover class for the 0–25%, 26–50%, 51–75% classes (SD = 2.18 m, 3.07 m, and 4.61 m, respectively) and then leveled off in the 76–100% cover class (SD = 4.43 m). We then added cover-specific positional errors to individual deer movement paths and conducted first-passage time analyses on the noisy and original paths. First-passage time analyses were robust to habitat-specific error in a forest-agriculture landscape. For deer in a fragmented forest-agriculture environment, and species that move across similar geographic extents, we suggest that first-passage time analysis is robust with regard to positional errors. Public Library of Science 2012-11-07 /pmc/articles/PMC3492345/ /pubmed/23144884 http://dx.doi.org/10.1371/journal.pone.0048439 Text en © 2012 Williams et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Williams, David M.
Dechen Quinn, Amy
Porter, William F.
Impact of Habitat-Specific GPS Positional Error on Detection of Movement Scales by First-Passage Time Analysis
title Impact of Habitat-Specific GPS Positional Error on Detection of Movement Scales by First-Passage Time Analysis
title_full Impact of Habitat-Specific GPS Positional Error on Detection of Movement Scales by First-Passage Time Analysis
title_fullStr Impact of Habitat-Specific GPS Positional Error on Detection of Movement Scales by First-Passage Time Analysis
title_full_unstemmed Impact of Habitat-Specific GPS Positional Error on Detection of Movement Scales by First-Passage Time Analysis
title_short Impact of Habitat-Specific GPS Positional Error on Detection of Movement Scales by First-Passage Time Analysis
title_sort impact of habitat-specific gps positional error on detection of movement scales by first-passage time analysis
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3492345/
https://www.ncbi.nlm.nih.gov/pubmed/23144884
http://dx.doi.org/10.1371/journal.pone.0048439
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