Within Reach? Habitat Availability as a Function of Individual Mobility and Spatial Structuring.
Organisms need access to particular habitats for their survival and reproduction. However, even if all necessary habitats are available within the broader environment, they may not all be easily reachable from the position of a single individual. Many species distribution models consider populations...
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ftcdlib:oai:escholarship.org:ark:/13030/qt3fc4f1f2 2023-11-05T03:42:26+01:00 Within Reach? Habitat Availability as a Function of Individual Mobility and Spatial Structuring. Matthiopoulos, Jason Fieberg, John Aarts, Geert Barraquand, Frédéric Kendall, Bruce E 1009 - 1026 2020-06-01 application/pdf https://escholarship.org/uc/item/3fc4f1f2 unknown eScholarship, University of California qt3fc4f1f2 https://escholarship.org/uc/item/3fc4f1f2 public The American Naturalist, vol 195, iss 6 Biological Sciences Ecology Animal Distribution Animals Ecosystem Models Theoretical Phoca conditional availability Gaussian mixtures habitat selection resource selection step-selection functions species distribution modeling article 2020 ftcdlib 2023-10-09T18:05:56Z Organisms need access to particular habitats for their survival and reproduction. However, even if all necessary habitats are available within the broader environment, they may not all be easily reachable from the position of a single individual. Many species distribution models consider populations in environmental (or niche) space, hence overlooking this fundamental aspect of geographical accessibility. Here, we develop a formal way of thinking about habitat availability in environmental spaces by describing how limitations in accessibility can cause animals to experience a more limited or simply different mixture of habitats than those more broadly available. We develop an analytical framework for characterizing constrained habitat availability based on the statistical properties of movement and environmental autocorrelation. Using simulation experiments, we show that our general statistical representation of constrained availability is a good approximation of habitat availability for particular realizations of landscape-organism interactions. We present two applications of our approach, one to the statistical analysis of habitat preference (using step-selection functions to analyze harbor seal telemetry data) and a second that derives theoretical insights about population viability from knowledge of the underlying environment. Analytical expressions for habitat availability, such as those we develop here, can yield gains in analytical speed, biological realism, and conceptual generality by allowing us to formulate models that are habitat sensitive without needing to be spatially explicit. Article in Journal/Newspaper harbor seal University of California: eScholarship |
institution |
Open Polar |
collection |
University of California: eScholarship |
op_collection_id |
ftcdlib |
language |
unknown |
topic |
Biological Sciences Ecology Animal Distribution Animals Ecosystem Models Theoretical Phoca conditional availability Gaussian mixtures habitat selection resource selection step-selection functions species distribution modeling |
spellingShingle |
Biological Sciences Ecology Animal Distribution Animals Ecosystem Models Theoretical Phoca conditional availability Gaussian mixtures habitat selection resource selection step-selection functions species distribution modeling Matthiopoulos, Jason Fieberg, John Aarts, Geert Barraquand, Frédéric Kendall, Bruce E Within Reach? Habitat Availability as a Function of Individual Mobility and Spatial Structuring. |
topic_facet |
Biological Sciences Ecology Animal Distribution Animals Ecosystem Models Theoretical Phoca conditional availability Gaussian mixtures habitat selection resource selection step-selection functions species distribution modeling |
description |
Organisms need access to particular habitats for their survival and reproduction. However, even if all necessary habitats are available within the broader environment, they may not all be easily reachable from the position of a single individual. Many species distribution models consider populations in environmental (or niche) space, hence overlooking this fundamental aspect of geographical accessibility. Here, we develop a formal way of thinking about habitat availability in environmental spaces by describing how limitations in accessibility can cause animals to experience a more limited or simply different mixture of habitats than those more broadly available. We develop an analytical framework for characterizing constrained habitat availability based on the statistical properties of movement and environmental autocorrelation. Using simulation experiments, we show that our general statistical representation of constrained availability is a good approximation of habitat availability for particular realizations of landscape-organism interactions. We present two applications of our approach, one to the statistical analysis of habitat preference (using step-selection functions to analyze harbor seal telemetry data) and a second that derives theoretical insights about population viability from knowledge of the underlying environment. Analytical expressions for habitat availability, such as those we develop here, can yield gains in analytical speed, biological realism, and conceptual generality by allowing us to formulate models that are habitat sensitive without needing to be spatially explicit. |
format |
Article in Journal/Newspaper |
author |
Matthiopoulos, Jason Fieberg, John Aarts, Geert Barraquand, Frédéric Kendall, Bruce E |
author_facet |
Matthiopoulos, Jason Fieberg, John Aarts, Geert Barraquand, Frédéric Kendall, Bruce E |
author_sort |
Matthiopoulos, Jason |
title |
Within Reach? Habitat Availability as a Function of Individual Mobility and Spatial Structuring. |
title_short |
Within Reach? Habitat Availability as a Function of Individual Mobility and Spatial Structuring. |
title_full |
Within Reach? Habitat Availability as a Function of Individual Mobility and Spatial Structuring. |
title_fullStr |
Within Reach? Habitat Availability as a Function of Individual Mobility and Spatial Structuring. |
title_full_unstemmed |
Within Reach? Habitat Availability as a Function of Individual Mobility and Spatial Structuring. |
title_sort |
within reach? habitat availability as a function of individual mobility and spatial structuring. |
publisher |
eScholarship, University of California |
publishDate |
2020 |
url |
https://escholarship.org/uc/item/3fc4f1f2 |
op_coverage |
1009 - 1026 |
genre |
harbor seal |
genre_facet |
harbor seal |
op_source |
The American Naturalist, vol 195, iss 6 |
op_relation |
qt3fc4f1f2 https://escholarship.org/uc/item/3fc4f1f2 |
op_rights |
public |
_version_ |
1781699557516640256 |