Sperm whale response to tag boat presence:biologically informed hidden state models quantify lost feeding opportunities
Animal-attached sensors provide invaluable data to describe behavior of cryptic species, such as cetaceans, and are increasingly used to assess anthropogenic disturbance effects. Tag deployment and handling may itself alter the behavior of study animals and there is a need to assess if and when beha...
Published in: | Ecosphere |
---|---|
Main Authors: | , |
Format: | Article in Journal/Newspaper |
Language: | English |
Published: |
2015
|
Subjects: | |
Online Access: | https://risweb.st-andrews.ac.uk/portal/en/researchoutput/sperm-whale-response-to-tag-boat-presence(bb33f00c-e39a-4f14-9bf4-1ac8764d7122).html https://doi.org/10.1890/ES14-00130.1 https://research-repository.st-andrews.ac.uk/bitstream/10023/6112/1/Miller_2015_Eco_SpermWhale_CC.pdf |
id |
ftunstandrewcris:oai:risweb.st-andrews.ac.uk:publications/bb33f00c-e39a-4f14-9bf4-1ac8764d7122 |
---|---|
record_format |
openpolar |
spelling |
ftunstandrewcris:oai:risweb.st-andrews.ac.uk:publications/bb33f00c-e39a-4f14-9bf4-1ac8764d7122 2023-05-15T17:43:41+02:00 Sperm whale response to tag boat presence:biologically informed hidden state models quantify lost feeding opportunities Isojunno, S. Miller, P.J.O. 2015-01-21 application/pdf https://risweb.st-andrews.ac.uk/portal/en/researchoutput/sperm-whale-response-to-tag-boat-presence(bb33f00c-e39a-4f14-9bf4-1ac8764d7122).html https://doi.org/10.1890/ES14-00130.1 https://research-repository.st-andrews.ac.uk/bitstream/10023/6112/1/Miller_2015_Eco_SpermWhale_CC.pdf eng eng info:eu-repo/semantics/openAccess Isojunno , S & Miller , P J O 2015 , ' Sperm whale response to tag boat presence : biologically informed hidden state models quantify lost feeding opportunities ' , Ecosphere , vol. 6 , no. 1 . https://doi.org/10.1890/ES14-00130.1 Bayesian DTAG Functional state Northern Norway Physeter microcephalus Research effects State-dependent likelihood State-switching model Suction-cup tag attachment Time-series model article 2015 ftunstandrewcris https://doi.org/10.1890/ES14-00130.1 2021-12-26T14:25:56Z Animal-attached sensors provide invaluable data to describe behavior of cryptic species, such as cetaceans, and are increasingly used to assess anthropogenic disturbance effects. Tag deployment and handling may itself alter the behavior of study animals and there is a need to assess if and when behavior recovers to an undisturbed level. Not all behavioral changes have fitness consequences, and our goal is to derive metrics that can be linked to fitness implications, such as time and energy allocation to different functional behaviors. Here we detail an approach that incorporates biological knowledge and multiple streams of tag-recorded data in a hidden state-switching model to estimate time series of functional behavioral st ates for 12 sperm whales off Norway. Foraging, recovery and resting states were specified in the hidden state model by state-dependent likelihood structures. Comparison of hidden state models revealed a parsimonious set of input time series, and supported the inclusion of a less informed 'silent active' state. There was a high agreement between state estimates and expert classifications. We then used the estimated states in time series models to test three hypotheses for behavioral change during suction-cup tag deployment procedures: change in behavioral states, change in prey capture attempts and locomotion cost, given behavioral state. Sperm whales spent 34% less time at the sea surface and 60% more time in non-foraging silent active state in the presence of the tag boat (''tagging period'' 0.1-2.8 h) than during post-tagging baseline period (1.8-20.8 h). No comparable pre-tagging baseline data were available. Nevertheless, time-decaying models of tagging effects were not retained in model selection, indicating a short-term effect that ceased immediately after the tagging period. We did not find changes in energetic proxies, given behavioral state, however changes in functional state budget indicate costs in terms of lost feeding opportunities and recovery time at surface. These results ... Article in Journal/Newspaper Northern Norway Sperm whale University of St Andrews: Research Portal Norway Ecosphere 6 1 1 46 |
institution |
Open Polar |
collection |
University of St Andrews: Research Portal |
op_collection_id |
ftunstandrewcris |
language |
English |
topic |
Bayesian DTAG Functional state Northern Norway Physeter microcephalus Research effects State-dependent likelihood State-switching model Suction-cup tag attachment Time-series model |
spellingShingle |
Bayesian DTAG Functional state Northern Norway Physeter microcephalus Research effects State-dependent likelihood State-switching model Suction-cup tag attachment Time-series model Isojunno, S. Miller, P.J.O. Sperm whale response to tag boat presence:biologically informed hidden state models quantify lost feeding opportunities |
topic_facet |
Bayesian DTAG Functional state Northern Norway Physeter microcephalus Research effects State-dependent likelihood State-switching model Suction-cup tag attachment Time-series model |
description |
Animal-attached sensors provide invaluable data to describe behavior of cryptic species, such as cetaceans, and are increasingly used to assess anthropogenic disturbance effects. Tag deployment and handling may itself alter the behavior of study animals and there is a need to assess if and when behavior recovers to an undisturbed level. Not all behavioral changes have fitness consequences, and our goal is to derive metrics that can be linked to fitness implications, such as time and energy allocation to different functional behaviors. Here we detail an approach that incorporates biological knowledge and multiple streams of tag-recorded data in a hidden state-switching model to estimate time series of functional behavioral st ates for 12 sperm whales off Norway. Foraging, recovery and resting states were specified in the hidden state model by state-dependent likelihood structures. Comparison of hidden state models revealed a parsimonious set of input time series, and supported the inclusion of a less informed 'silent active' state. There was a high agreement between state estimates and expert classifications. We then used the estimated states in time series models to test three hypotheses for behavioral change during suction-cup tag deployment procedures: change in behavioral states, change in prey capture attempts and locomotion cost, given behavioral state. Sperm whales spent 34% less time at the sea surface and 60% more time in non-foraging silent active state in the presence of the tag boat (''tagging period'' 0.1-2.8 h) than during post-tagging baseline period (1.8-20.8 h). No comparable pre-tagging baseline data were available. Nevertheless, time-decaying models of tagging effects were not retained in model selection, indicating a short-term effect that ceased immediately after the tagging period. We did not find changes in energetic proxies, given behavioral state, however changes in functional state budget indicate costs in terms of lost feeding opportunities and recovery time at surface. These results ... |
format |
Article in Journal/Newspaper |
author |
Isojunno, S. Miller, P.J.O. |
author_facet |
Isojunno, S. Miller, P.J.O. |
author_sort |
Isojunno, S. |
title |
Sperm whale response to tag boat presence:biologically informed hidden state models quantify lost feeding opportunities |
title_short |
Sperm whale response to tag boat presence:biologically informed hidden state models quantify lost feeding opportunities |
title_full |
Sperm whale response to tag boat presence:biologically informed hidden state models quantify lost feeding opportunities |
title_fullStr |
Sperm whale response to tag boat presence:biologically informed hidden state models quantify lost feeding opportunities |
title_full_unstemmed |
Sperm whale response to tag boat presence:biologically informed hidden state models quantify lost feeding opportunities |
title_sort |
sperm whale response to tag boat presence:biologically informed hidden state models quantify lost feeding opportunities |
publishDate |
2015 |
url |
https://risweb.st-andrews.ac.uk/portal/en/researchoutput/sperm-whale-response-to-tag-boat-presence(bb33f00c-e39a-4f14-9bf4-1ac8764d7122).html https://doi.org/10.1890/ES14-00130.1 https://research-repository.st-andrews.ac.uk/bitstream/10023/6112/1/Miller_2015_Eco_SpermWhale_CC.pdf |
geographic |
Norway |
geographic_facet |
Norway |
genre |
Northern Norway Sperm whale |
genre_facet |
Northern Norway Sperm whale |
op_source |
Isojunno , S & Miller , P J O 2015 , ' Sperm whale response to tag boat presence : biologically informed hidden state models quantify lost feeding opportunities ' , Ecosphere , vol. 6 , no. 1 . https://doi.org/10.1890/ES14-00130.1 |
op_rights |
info:eu-repo/semantics/openAccess |
op_doi |
https://doi.org/10.1890/ES14-00130.1 |
container_title |
Ecosphere |
container_volume |
6 |
container_issue |
1 |
container_start_page |
1 |
op_container_end_page |
46 |
_version_ |
1766145819737587712 |