Modelling movements of Saimaa ringed seals using an individual-based approach

Movement is a fundamental element of animal behaviour, and it is the primary way through which animals respond to environmental changes. Therefore, understanding the drivers of individual movement is essential for species conservation. The endangered Saimaa ringed seal (Phoca hispida saimensis) live...

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Published in:Ecological Modelling
Main Authors: Liukkonen, Lauri, Ayllón, Daniel, Kunnasranta, Mervi, Niemi, Marja, Nabe-Nielsen, Jacob, Grimm, Volker, Nyman, Anna Maija
Format: Article in Journal/Newspaper
Language:English
Published: 2018
Subjects:
Online Access:https://pure.au.dk/portal/da/publications/modelling-movements-of-saimaa-ringed-seals-using-an-individualbased-approach(77b72d66-c650-42aa-a3e5-97606bff6501).html
https://doi.org/10.1016/j.ecolmodel.2017.12.002
http://www.scopus.com/inward/record.url?scp=85038036374&partnerID=8YFLogxK
id ftuniaarhuspubl:oai:pure.atira.dk:publications/77b72d66-c650-42aa-a3e5-97606bff6501
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spelling ftuniaarhuspubl:oai:pure.atira.dk:publications/77b72d66-c650-42aa-a3e5-97606bff6501 2023-12-31T10:21:59+01:00 Modelling movements of Saimaa ringed seals using an individual-based approach Liukkonen, Lauri Ayllón, Daniel Kunnasranta, Mervi Niemi, Marja Nabe-Nielsen, Jacob Grimm, Volker Nyman, Anna Maija 2018-01-24 https://pure.au.dk/portal/da/publications/modelling-movements-of-saimaa-ringed-seals-using-an-individualbased-approach(77b72d66-c650-42aa-a3e5-97606bff6501).html https://doi.org/10.1016/j.ecolmodel.2017.12.002 http://www.scopus.com/inward/record.url?scp=85038036374&partnerID=8YFLogxK eng eng https://pure.au.dk/portal/da/publications/modelling-movements-of-saimaa-ringed-seals-using-an-individualbased-approach(77b72d66-c650-42aa-a3e5-97606bff6501).html info:eu-repo/semantics/closedAccess Liukkonen , L , Ayllón , D , Kunnasranta , M , Niemi , M , Nabe-Nielsen , J , Grimm , V & Nyman , A M 2018 , ' Modelling movements of Saimaa ringed seals using an individual-based approach ' , Ecological Modelling , vol. 368 , pp. 321-335 . https://doi.org/10.1016/j.ecolmodel.2017.12.002 Bycatch mortality Conservation Home range Pattern-oriented modelling Phoca hispida saimensis Saimaa ringed seal Spatially explicit individual-based model article 2018 ftuniaarhuspubl https://doi.org/10.1016/j.ecolmodel.2017.12.002 2023-12-07T00:02:24Z Movement is a fundamental element of animal behaviour, and it is the primary way through which animals respond to environmental changes. Therefore, understanding the drivers of individual movement is essential for species conservation. The endangered Saimaa ringed seal (Phoca hispida saimensis) lives land-locked in Lake Saimaa and is affected by various anthropogenic factors. Telemetry studies provide critical information but are insufficient to identify the mechanisms responsible for particular movement patterns. To better understand these mechanisms and to predict how changed movement patterns could influence the subspecies’ spatial ecology, we developed an individual-based movement model. We divided the seals’ daily routines into foraging and resting and explored how well the model captured observed home ranges and other movement metrics. Here we present the model, its predictions of home ranges and its sensitivity to model assumptions and parameter uncertainty. We used movement data from one individual to calibrate the model, but this resulted in poor predictions of home range sizes of five seals used for validation. This suggests that differences in movement paths not only reflect different landscape configurations but also differences among the individuals’ state and personalities. Therefore, we separately re-calibrated the model to data from five individuals, reproducing their home ranges, habitat use and movement paths more accurately. Although ignoring many aspects of seal behaviour, the model can be applied as a tool to guide further data collection and analysis, study seal ecology, and evaluate the efficacy of various conservation measures. Article in Journal/Newspaper Phoca hispida ringed seal Aarhus University: Research Ecological Modelling 368 321 335
institution Open Polar
collection Aarhus University: Research
op_collection_id ftuniaarhuspubl
language English
topic Bycatch mortality
Conservation
Home range
Pattern-oriented modelling
Phoca hispida saimensis
Saimaa ringed seal
Spatially explicit individual-based model
spellingShingle Bycatch mortality
Conservation
Home range
Pattern-oriented modelling
Phoca hispida saimensis
Saimaa ringed seal
Spatially explicit individual-based model
Liukkonen, Lauri
Ayllón, Daniel
Kunnasranta, Mervi
Niemi, Marja
Nabe-Nielsen, Jacob
Grimm, Volker
Nyman, Anna Maija
Modelling movements of Saimaa ringed seals using an individual-based approach
topic_facet Bycatch mortality
Conservation
Home range
Pattern-oriented modelling
Phoca hispida saimensis
Saimaa ringed seal
Spatially explicit individual-based model
description Movement is a fundamental element of animal behaviour, and it is the primary way through which animals respond to environmental changes. Therefore, understanding the drivers of individual movement is essential for species conservation. The endangered Saimaa ringed seal (Phoca hispida saimensis) lives land-locked in Lake Saimaa and is affected by various anthropogenic factors. Telemetry studies provide critical information but are insufficient to identify the mechanisms responsible for particular movement patterns. To better understand these mechanisms and to predict how changed movement patterns could influence the subspecies’ spatial ecology, we developed an individual-based movement model. We divided the seals’ daily routines into foraging and resting and explored how well the model captured observed home ranges and other movement metrics. Here we present the model, its predictions of home ranges and its sensitivity to model assumptions and parameter uncertainty. We used movement data from one individual to calibrate the model, but this resulted in poor predictions of home range sizes of five seals used for validation. This suggests that differences in movement paths not only reflect different landscape configurations but also differences among the individuals’ state and personalities. Therefore, we separately re-calibrated the model to data from five individuals, reproducing their home ranges, habitat use and movement paths more accurately. Although ignoring many aspects of seal behaviour, the model can be applied as a tool to guide further data collection and analysis, study seal ecology, and evaluate the efficacy of various conservation measures.
format Article in Journal/Newspaper
author Liukkonen, Lauri
Ayllón, Daniel
Kunnasranta, Mervi
Niemi, Marja
Nabe-Nielsen, Jacob
Grimm, Volker
Nyman, Anna Maija
author_facet Liukkonen, Lauri
Ayllón, Daniel
Kunnasranta, Mervi
Niemi, Marja
Nabe-Nielsen, Jacob
Grimm, Volker
Nyman, Anna Maija
author_sort Liukkonen, Lauri
title Modelling movements of Saimaa ringed seals using an individual-based approach
title_short Modelling movements of Saimaa ringed seals using an individual-based approach
title_full Modelling movements of Saimaa ringed seals using an individual-based approach
title_fullStr Modelling movements of Saimaa ringed seals using an individual-based approach
title_full_unstemmed Modelling movements of Saimaa ringed seals using an individual-based approach
title_sort modelling movements of saimaa ringed seals using an individual-based approach
publishDate 2018
url https://pure.au.dk/portal/da/publications/modelling-movements-of-saimaa-ringed-seals-using-an-individualbased-approach(77b72d66-c650-42aa-a3e5-97606bff6501).html
https://doi.org/10.1016/j.ecolmodel.2017.12.002
http://www.scopus.com/inward/record.url?scp=85038036374&partnerID=8YFLogxK
genre Phoca hispida
ringed seal
genre_facet Phoca hispida
ringed seal
op_source Liukkonen , L , Ayllón , D , Kunnasranta , M , Niemi , M , Nabe-Nielsen , J , Grimm , V & Nyman , A M 2018 , ' Modelling movements of Saimaa ringed seals using an individual-based approach ' , Ecological Modelling , vol. 368 , pp. 321-335 . https://doi.org/10.1016/j.ecolmodel.2017.12.002
op_relation https://pure.au.dk/portal/da/publications/modelling-movements-of-saimaa-ringed-seals-using-an-individualbased-approach(77b72d66-c650-42aa-a3e5-97606bff6501).html
op_rights info:eu-repo/semantics/closedAccess
op_doi https://doi.org/10.1016/j.ecolmodel.2017.12.002
container_title Ecological Modelling
container_volume 368
container_start_page 321
op_container_end_page 335
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