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A novel method for identifying fine-scale bottom-use in a benthic-foraging pinniped

BACKGROUND: For diving, marine predators, accelerometer and magnetometer data provides critical information on sub-surface foraging behaviours that cannot be identified from location or time-depth data. By measuring head movement and body orientation, accelerometers and magnetometers can help identi...

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Autores principales: Angelakis, Nathan, Goldsworthy, Simon D., Connell, Sean D., Durante, Leonardo M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10257308/
https://www.ncbi.nlm.nih.gov/pubmed/37296462
http://dx.doi.org/10.1186/s40462-023-00386-1
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author Angelakis, Nathan
Goldsworthy, Simon D.
Connell, Sean D.
Durante, Leonardo M.
author_facet Angelakis, Nathan
Goldsworthy, Simon D.
Connell, Sean D.
Durante, Leonardo M.
author_sort Angelakis, Nathan
collection PubMed
description BACKGROUND: For diving, marine predators, accelerometer and magnetometer data provides critical information on sub-surface foraging behaviours that cannot be identified from location or time-depth data. By measuring head movement and body orientation, accelerometers and magnetometers can help identify broad shifts in foraging movements, fine-scale habitat use and energy expenditure of terrestrial and marine species. Here, we use accelerometer and magnetometer data from tagged Australian sea lions and provide a new method to identify key benthic foraging areas. As Australian sea lions are listed as endangered by the IUCN and Australian legislation, identifying key areas for the species is vital to support targeted management of populations. METHODS: Firstly, tri-axial magnetometer and accelerometer data from adult female Australian sea lions is used in conjunction with GPS and dive data to dead-reckon their three-dimensional foraging paths. We then isolate all benthic phases from their foraging trips and calculate a range of dive metrics to characterise their bottom usage. Finally, k-means cluster analysis is used to identify core benthic areas utilised by sea lions. Backwards stepwise regressions are then iteratively performed to identify the most parsimonious model for describing bottom usage and its included predictor variables. RESULTS: Our results show distinct spatial partitioning in benthic habitat-use by Australian sea lions. This method has also identified individual differences in benthic habitat-use. Here, the application of high-resolution magnetometer/accelerometer data has helped reveal the tortuous foraging movements Australian sea lions use to exploit key benthic marine habitats and features. CONCLUSIONS: This study has illustrated how magnetometer and accelerometer data can provide a fine-scale description of the underwater movement of diving species, beyond GPS and depth data alone, For endangered species like Australian sea lions, management of populations must be spatially targeted. Here, this method demonstrates a fine-scale analysis of benthic habitat-use which can help identify key areas for both marine and terrestrial species. Future integration of this method with concurrent habitat and prey data would further augment its power as a tool for understanding the foraging behaviours of species. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s40462-023-00386-1.
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spelling pubmed-102573082023-06-11 A novel method for identifying fine-scale bottom-use in a benthic-foraging pinniped Angelakis, Nathan Goldsworthy, Simon D. Connell, Sean D. Durante, Leonardo M. Mov Ecol Methodology BACKGROUND: For diving, marine predators, accelerometer and magnetometer data provides critical information on sub-surface foraging behaviours that cannot be identified from location or time-depth data. By measuring head movement and body orientation, accelerometers and magnetometers can help identify broad shifts in foraging movements, fine-scale habitat use and energy expenditure of terrestrial and marine species. Here, we use accelerometer and magnetometer data from tagged Australian sea lions and provide a new method to identify key benthic foraging areas. As Australian sea lions are listed as endangered by the IUCN and Australian legislation, identifying key areas for the species is vital to support targeted management of populations. METHODS: Firstly, tri-axial magnetometer and accelerometer data from adult female Australian sea lions is used in conjunction with GPS and dive data to dead-reckon their three-dimensional foraging paths. We then isolate all benthic phases from their foraging trips and calculate a range of dive metrics to characterise their bottom usage. Finally, k-means cluster analysis is used to identify core benthic areas utilised by sea lions. Backwards stepwise regressions are then iteratively performed to identify the most parsimonious model for describing bottom usage and its included predictor variables. RESULTS: Our results show distinct spatial partitioning in benthic habitat-use by Australian sea lions. This method has also identified individual differences in benthic habitat-use. Here, the application of high-resolution magnetometer/accelerometer data has helped reveal the tortuous foraging movements Australian sea lions use to exploit key benthic marine habitats and features. CONCLUSIONS: This study has illustrated how magnetometer and accelerometer data can provide a fine-scale description of the underwater movement of diving species, beyond GPS and depth data alone, For endangered species like Australian sea lions, management of populations must be spatially targeted. Here, this method demonstrates a fine-scale analysis of benthic habitat-use which can help identify key areas for both marine and terrestrial species. Future integration of this method with concurrent habitat and prey data would further augment its power as a tool for understanding the foraging behaviours of species. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s40462-023-00386-1. BioMed Central 2023-06-09 /pmc/articles/PMC10257308/ /pubmed/37296462 http://dx.doi.org/10.1186/s40462-023-00386-1 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
spellingShingle Methodology
Angelakis, Nathan
Goldsworthy, Simon D.
Connell, Sean D.
Durante, Leonardo M.
A novel method for identifying fine-scale bottom-use in a benthic-foraging pinniped
title A novel method for identifying fine-scale bottom-use in a benthic-foraging pinniped
title_full A novel method for identifying fine-scale bottom-use in a benthic-foraging pinniped
title_fullStr A novel method for identifying fine-scale bottom-use in a benthic-foraging pinniped
title_full_unstemmed A novel method for identifying fine-scale bottom-use in a benthic-foraging pinniped
title_short A novel method for identifying fine-scale bottom-use in a benthic-foraging pinniped
title_sort novel method for identifying fine-scale bottom-use in a benthic-foraging pinniped
topic Methodology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10257308/
https://www.ncbi.nlm.nih.gov/pubmed/37296462
http://dx.doi.org/10.1186/s40462-023-00386-1
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