Using satellite and airborne LiDAR to model woodpecker habitat occupancy at the landscape scale.

Incorporating vertical vegetation structure into models of animal distributions can improve understanding of the patterns and processes governing habitat selection. LiDAR can provide such structural information, but these data are typically collected via aircraft and thus are limited in spatial exte...

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Main Authors: Lee A Vierling, Kerri T Vierling, Patrick Adam, Andrew T Hudak
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2013-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC3855685?pdf=render
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spelling doaj-68ed35d72f0548e38fc361ee49dadfa42020-11-25T02:15:31ZengPublic Library of Science (PLoS)PLoS ONE1932-62032013-01-01812e8098810.1371/journal.pone.0080988Using satellite and airborne LiDAR to model woodpecker habitat occupancy at the landscape scale.Lee A VierlingKerri T VierlingPatrick AdamAndrew T HudakIncorporating vertical vegetation structure into models of animal distributions can improve understanding of the patterns and processes governing habitat selection. LiDAR can provide such structural information, but these data are typically collected via aircraft and thus are limited in spatial extent. Our objective was to explore the utility of satellite-based LiDAR data from the Geoscience Laser Altimeter System (GLAS) relative to airborne-based LiDAR to model the north Idaho breeding distribution of a forest-dependent ecosystem engineer, the Red-naped sapsucker (Sphyrapicus nuchalis). GLAS data occurred within ca. 64 m diameter ellipses spaced a minimum of 172 m apart, and all occupancy analyses were confined to this grain scale. Using a hierarchical approach, we modeled Red-naped sapsucker occupancy as a function of LiDAR metrics derived from both platforms. Occupancy models based on satellite data were weak, possibly because the data within the GLAS ellipse did not fully represent habitat characteristics important for this species. The most important structural variables influencing Red-naped Sapsucker breeding site selection based on airborne LiDAR data included foliage height diversity, the distance between major strata in the canopy vertical profile, and the vegetation density near the ground. These characteristics are consistent with the diversity of foraging activities exhibited by this species. To our knowledge, this study represents the first to examine the utility of satellite-based LiDAR to model animal distributions. The large area of each GLAS ellipse and the non-contiguous nature of GLAS data may pose significant challenges for wildlife distribution modeling; nevertheless these data can provide useful information on ecosystem vertical structure, particularly in areas of gentle terrain. Additional work is thus warranted to utilize LiDAR datasets collected from both airborne and past and future satellite platforms (e.g. GLAS, and the planned IceSAT2 mission) with the goal of improving wildlife modeling for more locations across the globe.http://europepmc.org/articles/PMC3855685?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Lee A Vierling
Kerri T Vierling
Patrick Adam
Andrew T Hudak
spellingShingle Lee A Vierling
Kerri T Vierling
Patrick Adam
Andrew T Hudak
Using satellite and airborne LiDAR to model woodpecker habitat occupancy at the landscape scale.
PLoS ONE
author_facet Lee A Vierling
Kerri T Vierling
Patrick Adam
Andrew T Hudak
author_sort Lee A Vierling
title Using satellite and airborne LiDAR to model woodpecker habitat occupancy at the landscape scale.
title_short Using satellite and airborne LiDAR to model woodpecker habitat occupancy at the landscape scale.
title_full Using satellite and airborne LiDAR to model woodpecker habitat occupancy at the landscape scale.
title_fullStr Using satellite and airborne LiDAR to model woodpecker habitat occupancy at the landscape scale.
title_full_unstemmed Using satellite and airborne LiDAR to model woodpecker habitat occupancy at the landscape scale.
title_sort using satellite and airborne lidar to model woodpecker habitat occupancy at the landscape scale.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2013-01-01
description Incorporating vertical vegetation structure into models of animal distributions can improve understanding of the patterns and processes governing habitat selection. LiDAR can provide such structural information, but these data are typically collected via aircraft and thus are limited in spatial extent. Our objective was to explore the utility of satellite-based LiDAR data from the Geoscience Laser Altimeter System (GLAS) relative to airborne-based LiDAR to model the north Idaho breeding distribution of a forest-dependent ecosystem engineer, the Red-naped sapsucker (Sphyrapicus nuchalis). GLAS data occurred within ca. 64 m diameter ellipses spaced a minimum of 172 m apart, and all occupancy analyses were confined to this grain scale. Using a hierarchical approach, we modeled Red-naped sapsucker occupancy as a function of LiDAR metrics derived from both platforms. Occupancy models based on satellite data were weak, possibly because the data within the GLAS ellipse did not fully represent habitat characteristics important for this species. The most important structural variables influencing Red-naped Sapsucker breeding site selection based on airborne LiDAR data included foliage height diversity, the distance between major strata in the canopy vertical profile, and the vegetation density near the ground. These characteristics are consistent with the diversity of foraging activities exhibited by this species. To our knowledge, this study represents the first to examine the utility of satellite-based LiDAR to model animal distributions. The large area of each GLAS ellipse and the non-contiguous nature of GLAS data may pose significant challenges for wildlife distribution modeling; nevertheless these data can provide useful information on ecosystem vertical structure, particularly in areas of gentle terrain. Additional work is thus warranted to utilize LiDAR datasets collected from both airborne and past and future satellite platforms (e.g. GLAS, and the planned IceSAT2 mission) with the goal of improving wildlife modeling for more locations across the globe.
url http://europepmc.org/articles/PMC3855685?pdf=render
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