Combining bioenergetics and movement models to improve understanding of the population consequences of disturbance

We developed dynamic bioenergetics models to investigate how behavioural responses to anthropogenic disturbance events might affect the population dynamics of three marine mammal species (harbour porpoise, grey seal and harbour seal) with contrasting life-history traits (capital vs income breeders)...

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Main Authors: Chudzinska, Magda, Klementisova, Katarina, Booth, Cormac, Harwood, John
Format: Other/Unknown Material
Language:unknown
Published: Zenodo 2023
Subjects:
Online Access:https://doi.org/10.5281/zenodo.10200837
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spelling ftzenodo:oai:zenodo.org:10200837 2024-09-15T18:10:42+00:00 Combining bioenergetics and movement models to improve understanding of the population consequences of disturbance Chudzinska, Magda Klementisova, Katarina Booth, Cormac Harwood, John 2023-12-14 https://doi.org/10.5281/zenodo.10200837 unknown Zenodo https://www.gov.scot/publications/developing-marine-mammal-dynamic-energy-budget-models-potential-integration-ipcod-framework/documents/ https://doi.org/10.5061/dryad.v41ns1s35 https://zenodo.org/communities/dryad https://doi.org/10.5281/zenodo.10200836 https://doi.org/10.5281/zenodo.10200837 oai:zenodo.org:10200837 info:eu-repo/semantics/openAccess Creative Commons Attribution 4.0 International https://creativecommons.org/licenses/by/4.0/legalcode Capital and income breeder Harbour Porpoise grey seal Harbour seal dynamic bioenergetics models disturbance exposure movement resident species highly-mobile species dynamic energetic models Individual-based models Population consequences of disturbance stressor offshore construction info:eu-repo/semantics/other 2023 ftzenodo https://doi.org/10.5281/zenodo.1020083710.5061/dryad.v41ns1s3510.5281/zenodo.10200836 2024-07-26T11:41:45Z We developed dynamic bioenergetics models to investigate how behavioural responses to anthropogenic disturbance events might affect the population dynamics of three marine mammal species (harbour porpoise, grey seal and harbour seal) with contrasting life-history traits (capital vs income breeders) and movement behaviour (resident vs nomadic). We used these models to analyse how individual vital rates were affected by differences in the probability of disturbance and the duration of any behavioural response, while taking account of uncertainty in the model parameters and heterogeneity in behaviour. The outputs of individual movement models and telemetry data were then used to determine how the probability of exposure might vary among species, individuals, and geographical locations. We then demonstrate how these estimated probabilities of exposure can be translated into probabilities of disturbance. For illustrative purposes, we modelled the potential effects of a temporary decrease in energy assimilation associated with a series of disturbance events that might realistically occur during the construction of an offshore windfarm. Offspring starvation mortality was the vital rate that was most affected by these disturbance events. Monitoring of rates should be considered as standard practice so that populations' responses can be detected as early as possible. Predicted effects on individual vital rates depended on the species' movement behaviour and the likely density of animals where the modelled construction activity was assumed to take place. The magnitude of these effects also depended critically on the assumed duration of the reduction in energy assimilation. No direct estimates of this variable are currently available, but we suggest some ways in which it could be estimated. The described approach could be extended to other species and activities, given sufficient information to parameterise the component models. However, we emphasise the need to account for among-individual heterogeneities and ... Other/Unknown Material Harbour porpoise harbour seal Zenodo
institution Open Polar
collection Zenodo
op_collection_id ftzenodo
language unknown
topic Capital and income breeder
Harbour Porpoise
grey seal
Harbour seal
dynamic bioenergetics models
disturbance
exposure
movement
resident species
highly-mobile species
dynamic energetic models
Individual-based models
Population consequences of disturbance
stressor
offshore construction
spellingShingle Capital and income breeder
Harbour Porpoise
grey seal
Harbour seal
dynamic bioenergetics models
disturbance
exposure
movement
resident species
highly-mobile species
dynamic energetic models
Individual-based models
Population consequences of disturbance
stressor
offshore construction
Chudzinska, Magda
Klementisova, Katarina
Booth, Cormac
Harwood, John
Combining bioenergetics and movement models to improve understanding of the population consequences of disturbance
topic_facet Capital and income breeder
Harbour Porpoise
grey seal
Harbour seal
dynamic bioenergetics models
disturbance
exposure
movement
resident species
highly-mobile species
dynamic energetic models
Individual-based models
Population consequences of disturbance
stressor
offshore construction
description We developed dynamic bioenergetics models to investigate how behavioural responses to anthropogenic disturbance events might affect the population dynamics of three marine mammal species (harbour porpoise, grey seal and harbour seal) with contrasting life-history traits (capital vs income breeders) and movement behaviour (resident vs nomadic). We used these models to analyse how individual vital rates were affected by differences in the probability of disturbance and the duration of any behavioural response, while taking account of uncertainty in the model parameters and heterogeneity in behaviour. The outputs of individual movement models and telemetry data were then used to determine how the probability of exposure might vary among species, individuals, and geographical locations. We then demonstrate how these estimated probabilities of exposure can be translated into probabilities of disturbance. For illustrative purposes, we modelled the potential effects of a temporary decrease in energy assimilation associated with a series of disturbance events that might realistically occur during the construction of an offshore windfarm. Offspring starvation mortality was the vital rate that was most affected by these disturbance events. Monitoring of rates should be considered as standard practice so that populations' responses can be detected as early as possible. Predicted effects on individual vital rates depended on the species' movement behaviour and the likely density of animals where the modelled construction activity was assumed to take place. The magnitude of these effects also depended critically on the assumed duration of the reduction in energy assimilation. No direct estimates of this variable are currently available, but we suggest some ways in which it could be estimated. The described approach could be extended to other species and activities, given sufficient information to parameterise the component models. However, we emphasise the need to account for among-individual heterogeneities and ...
format Other/Unknown Material
author Chudzinska, Magda
Klementisova, Katarina
Booth, Cormac
Harwood, John
author_facet Chudzinska, Magda
Klementisova, Katarina
Booth, Cormac
Harwood, John
author_sort Chudzinska, Magda
title Combining bioenergetics and movement models to improve understanding of the population consequences of disturbance
title_short Combining bioenergetics and movement models to improve understanding of the population consequences of disturbance
title_full Combining bioenergetics and movement models to improve understanding of the population consequences of disturbance
title_fullStr Combining bioenergetics and movement models to improve understanding of the population consequences of disturbance
title_full_unstemmed Combining bioenergetics and movement models to improve understanding of the population consequences of disturbance
title_sort combining bioenergetics and movement models to improve understanding of the population consequences of disturbance
publisher Zenodo
publishDate 2023
url https://doi.org/10.5281/zenodo.10200837
genre Harbour porpoise
harbour seal
genre_facet Harbour porpoise
harbour seal
op_relation https://www.gov.scot/publications/developing-marine-mammal-dynamic-energy-budget-models-potential-integration-ipcod-framework/documents/
https://doi.org/10.5061/dryad.v41ns1s35
https://zenodo.org/communities/dryad
https://doi.org/10.5281/zenodo.10200836
https://doi.org/10.5281/zenodo.10200837
oai:zenodo.org:10200837
op_rights info:eu-repo/semantics/openAccess
Creative Commons Attribution 4.0 International
https://creativecommons.org/licenses/by/4.0/legalcode
op_doi https://doi.org/10.5281/zenodo.1020083710.5061/dryad.v41ns1s3510.5281/zenodo.10200836
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