A matter of scale: Identifying the best spatial and temporal scale of environmental variables to model the distribution of a small cetacean

Abstract The importance of scale when investigating ecological patterns and processes is recognised across many species. In marine ecosystems, the processes that drive species distribution have a hierarchical structure over multiple nested spatial and temporal scales. Hence, multi‐scale approaches s...

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Published in:Ecology and Evolution
Main Authors: Goh, Tiffany, Jessopp, Mark, Rogan, Emer, Pirotta, Enrico
Format: Article in Journal/Newspaper
Language:English
Published: Wiley 2024
Subjects:
Online Access:http://dx.doi.org/10.1002/ece3.70102
https://onlinelibrary.wiley.com/doi/pdf/10.1002/ece3.70102
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spelling crwiley:10.1002/ece3.70102 2024-09-15T18:10:42+00:00 A matter of scale: Identifying the best spatial and temporal scale of environmental variables to model the distribution of a small cetacean Goh, Tiffany Jessopp, Mark Rogan, Emer Pirotta, Enrico 2024 http://dx.doi.org/10.1002/ece3.70102 https://onlinelibrary.wiley.com/doi/pdf/10.1002/ece3.70102 en eng Wiley http://creativecommons.org/licenses/by/4.0/ Ecology and Evolution volume 14, issue 8 ISSN 2045-7758 2045-7758 journal-article 2024 crwiley https://doi.org/10.1002/ece3.70102 2024-09-03T04:26:39Z Abstract The importance of scale when investigating ecological patterns and processes is recognised across many species. In marine ecosystems, the processes that drive species distribution have a hierarchical structure over multiple nested spatial and temporal scales. Hence, multi‐scale approaches should be considered when developing accurate distribution models to identify key habitats, particularly for populations of conservation concern. Here, we propose a modelling procedure to identify the best spatial and temporal scale for each modelled and remotely sensed oceanographic variable to model harbour porpoise ( Phocoena phocoena ) distribution within the Irish Exclusive Economic Zone. Harbour porpoise sightings were recorded during dedicated line‐transect aerial surveys conducted in the summers of 2016, 2021 and 2022. Binary generalised additive models were used to assess the relationships between porpoise presence and oceanographic variables at different spatial (5–40 km) and temporal (daily, monthly and across survey period) scales. Selected variables included sea surface temperature, thermal fronts, chlorophyll‐a, sea surface height, mixed layer depth and salinity. A total of 30,514 km was covered on‐effort with 216 harbour porpoise sightings recorded. Overall, the best spatial scale corresponded to the coarsest resolution considered in this study (40 km), while porpoise presence showed stronger association with oceanographic variables summarised at a longer temporal scale. Habitat models including covariates at coarse spatial and temporal scales may better reflect the processes driving availability and abundance of resources at these large scales. These findings support the hypothesis that a multi‐scale approach should be applied when investigating species distribution. Identifying suitable spatial and temporal scale would improve the functional interpretation of the underlying relationships, particularly when studying how a small marine predator interacts with its environment and responds to climate and ... Article in Journal/Newspaper Harbour porpoise Phocoena phocoena Wiley Online Library Ecology and Evolution 14 8
institution Open Polar
collection Wiley Online Library
op_collection_id crwiley
language English
description Abstract The importance of scale when investigating ecological patterns and processes is recognised across many species. In marine ecosystems, the processes that drive species distribution have a hierarchical structure over multiple nested spatial and temporal scales. Hence, multi‐scale approaches should be considered when developing accurate distribution models to identify key habitats, particularly for populations of conservation concern. Here, we propose a modelling procedure to identify the best spatial and temporal scale for each modelled and remotely sensed oceanographic variable to model harbour porpoise ( Phocoena phocoena ) distribution within the Irish Exclusive Economic Zone. Harbour porpoise sightings were recorded during dedicated line‐transect aerial surveys conducted in the summers of 2016, 2021 and 2022. Binary generalised additive models were used to assess the relationships between porpoise presence and oceanographic variables at different spatial (5–40 km) and temporal (daily, monthly and across survey period) scales. Selected variables included sea surface temperature, thermal fronts, chlorophyll‐a, sea surface height, mixed layer depth and salinity. A total of 30,514 km was covered on‐effort with 216 harbour porpoise sightings recorded. Overall, the best spatial scale corresponded to the coarsest resolution considered in this study (40 km), while porpoise presence showed stronger association with oceanographic variables summarised at a longer temporal scale. Habitat models including covariates at coarse spatial and temporal scales may better reflect the processes driving availability and abundance of resources at these large scales. These findings support the hypothesis that a multi‐scale approach should be applied when investigating species distribution. Identifying suitable spatial and temporal scale would improve the functional interpretation of the underlying relationships, particularly when studying how a small marine predator interacts with its environment and responds to climate and ...
format Article in Journal/Newspaper
author Goh, Tiffany
Jessopp, Mark
Rogan, Emer
Pirotta, Enrico
spellingShingle Goh, Tiffany
Jessopp, Mark
Rogan, Emer
Pirotta, Enrico
A matter of scale: Identifying the best spatial and temporal scale of environmental variables to model the distribution of a small cetacean
author_facet Goh, Tiffany
Jessopp, Mark
Rogan, Emer
Pirotta, Enrico
author_sort Goh, Tiffany
title A matter of scale: Identifying the best spatial and temporal scale of environmental variables to model the distribution of a small cetacean
title_short A matter of scale: Identifying the best spatial and temporal scale of environmental variables to model the distribution of a small cetacean
title_full A matter of scale: Identifying the best spatial and temporal scale of environmental variables to model the distribution of a small cetacean
title_fullStr A matter of scale: Identifying the best spatial and temporal scale of environmental variables to model the distribution of a small cetacean
title_full_unstemmed A matter of scale: Identifying the best spatial and temporal scale of environmental variables to model the distribution of a small cetacean
title_sort matter of scale: identifying the best spatial and temporal scale of environmental variables to model the distribution of a small cetacean
publisher Wiley
publishDate 2024
url http://dx.doi.org/10.1002/ece3.70102
https://onlinelibrary.wiley.com/doi/pdf/10.1002/ece3.70102
genre Harbour porpoise
Phocoena phocoena
genre_facet Harbour porpoise
Phocoena phocoena
op_source Ecology and Evolution
volume 14, issue 8
ISSN 2045-7758 2045-7758
op_rights http://creativecommons.org/licenses/by/4.0/
op_doi https://doi.org/10.1002/ece3.70102
container_title Ecology and Evolution
container_volume 14
container_issue 8
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