AgentSeal: Agent-based model describing movement of marine central-place foragers

Understanding why animals move as they do when searching for resources is a central question in ecology, and a prerequisite for the development of predictive process-based models for conservation and management. Many species are central-place foragers (CPF). While several models for CPFs have been p...

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Published in:Ecological Modelling
Main Authors: Chudzinska, M., Nabe-Nielsen, J., Smout, S., Aarts, G.M, Brasseur, S., Graham, I., Thompson, P., McConnell, B.
Format: Article in Journal/Newspaper
Language:English
Published: 2021
Subjects:
Online Access:https://www.vliz.be/imisdocs/publications/23/359823.pdf
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spelling ftnioz:oai:imis.nioz.nl:335893 2023-05-15T17:58:58+02:00 AgentSeal: Agent-based model describing movement of marine central-place foragers Chudzinska, M. Nabe-Nielsen, J. Smout, S. Aarts, G.M Brasseur, S. Graham, I. Thompson, P. McConnell, B. 2021 application/pdf https://www.vliz.be/imisdocs/publications/23/359823.pdf en eng info:eu-repo/semantics/altIdentifier/wos/000612041200002 info:eu-repo/semantics/altIdentifier/doi/.org/10.1016/j.ecolmodel.2020.109397 https://www.vliz.be/imisdocs/publications/23/359823.pdf info:eu-repo/semantics/openAccess %3Ci%3EEcol.+Model.+440%3C%2Fi%3E%3A+109397.+%3Ca+href%3D%22https%3A%2F%2Fdoi.org%2F10.1016%2Fj.ecolmodel.2020.109397%22+target%3D%22_blank%22%3Ehttps%3A%2F%2Fdoi.org%2F10.1016%2Fj.ecolmodel.2020.109397%3C%2Fa%3E Phoca vitulina info:eu-repo/semantics/article info:eu-repo/semantics/publishedVersion 2021 ftnioz https://doi.org/10.1016/j.ecolmodel.2020.109397 2022-05-01T14:14:05Z Understanding why animals move as they do when searching for resources is a central question in ecology, and a prerequisite for the development of predictive process-based models for conservation and management. Many species are central-place foragers (CPF). While several models for CPFs have been proposed, they often assume well-defined return rules to the focal point (like breeding). For some CPFs, however, the decisions to return to central sites are governed by multiple interactions between environmental and physiological factors.We present AgentSeal, a behaviour- and physiology-based, spatially explicit, agent-based model. We use harbour seals, a marine CPF, as a case study and focus on individuals outside their breeding and moulting seasons to capture general fine- and large-scale movements and drivers behind CPF. We model movement decisions based on optimal foraging strategy, cognitive and physiological processes in a realistic landscape, coupled with realistic prey distribution and tuned to a range of behavioural and physiological patterns observed at different scales and levels of organisation (pattern-orientated modelling, POM).The model can reproduce energetic, movement and other behavioural patterns such as net energy balance, at-sea and on land site fidelity, daily activity budgets and trip extents. The model reveals the crucial elements needed to model return-trips of CPFs including movement characteristics that vary as a function of local environmental conditions, cognitive mapping of foraging areas as points of attraction in subsequent foraging trips, and physiological requirements defining switches between resting and foraging.We discuss potential applications and extensions of the model, including investigations of fundamental questions in foraging ecology: how spatial distribution and aggregation of resources affect movement of marine CPFs; what are the main drivers behind their at-sea site-fidelity to foraging patches? We also discuss applied objectives such as improving our understanding of population-level consequences of anthropogenic disturbances and ultimately evolving AgentSeal into a practical management tool. Article in Journal/Newspaper Phoca vitulina NIOZ Repository (Royal Netherlands Institute for Sea Research) Ecological Modelling 440 109397
institution Open Polar
collection NIOZ Repository (Royal Netherlands Institute for Sea Research)
op_collection_id ftnioz
language English
topic Phoca vitulina
spellingShingle Phoca vitulina
Chudzinska, M.
Nabe-Nielsen, J.
Smout, S.
Aarts, G.M
Brasseur, S.
Graham, I.
Thompson, P.
McConnell, B.
AgentSeal: Agent-based model describing movement of marine central-place foragers
topic_facet Phoca vitulina
description Understanding why animals move as they do when searching for resources is a central question in ecology, and a prerequisite for the development of predictive process-based models for conservation and management. Many species are central-place foragers (CPF). While several models for CPFs have been proposed, they often assume well-defined return rules to the focal point (like breeding). For some CPFs, however, the decisions to return to central sites are governed by multiple interactions between environmental and physiological factors.We present AgentSeal, a behaviour- and physiology-based, spatially explicit, agent-based model. We use harbour seals, a marine CPF, as a case study and focus on individuals outside their breeding and moulting seasons to capture general fine- and large-scale movements and drivers behind CPF. We model movement decisions based on optimal foraging strategy, cognitive and physiological processes in a realistic landscape, coupled with realistic prey distribution and tuned to a range of behavioural and physiological patterns observed at different scales and levels of organisation (pattern-orientated modelling, POM).The model can reproduce energetic, movement and other behavioural patterns such as net energy balance, at-sea and on land site fidelity, daily activity budgets and trip extents. The model reveals the crucial elements needed to model return-trips of CPFs including movement characteristics that vary as a function of local environmental conditions, cognitive mapping of foraging areas as points of attraction in subsequent foraging trips, and physiological requirements defining switches between resting and foraging.We discuss potential applications and extensions of the model, including investigations of fundamental questions in foraging ecology: how spatial distribution and aggregation of resources affect movement of marine CPFs; what are the main drivers behind their at-sea site-fidelity to foraging patches? We also discuss applied objectives such as improving our understanding of population-level consequences of anthropogenic disturbances and ultimately evolving AgentSeal into a practical management tool.
format Article in Journal/Newspaper
author Chudzinska, M.
Nabe-Nielsen, J.
Smout, S.
Aarts, G.M
Brasseur, S.
Graham, I.
Thompson, P.
McConnell, B.
author_facet Chudzinska, M.
Nabe-Nielsen, J.
Smout, S.
Aarts, G.M
Brasseur, S.
Graham, I.
Thompson, P.
McConnell, B.
author_sort Chudzinska, M.
title AgentSeal: Agent-based model describing movement of marine central-place foragers
title_short AgentSeal: Agent-based model describing movement of marine central-place foragers
title_full AgentSeal: Agent-based model describing movement of marine central-place foragers
title_fullStr AgentSeal: Agent-based model describing movement of marine central-place foragers
title_full_unstemmed AgentSeal: Agent-based model describing movement of marine central-place foragers
title_sort agentseal: agent-based model describing movement of marine central-place foragers
publishDate 2021
url https://www.vliz.be/imisdocs/publications/23/359823.pdf
genre Phoca vitulina
genre_facet Phoca vitulina
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https://www.vliz.be/imisdocs/publications/23/359823.pdf
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