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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Main Authors: Matthiopoulos, Jason, Fieberg, John, Aarts, Geert, Barraquand, Frédéric, Kendall, Bruce E
Format: Article in Journal/Newspaper
Language:unknown
Published: eScholarship, University of California 2020
Subjects:
Online Access:https://escholarship.org/uc/item/3fc4f1f2
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spelling 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