Beyond counting calls : estimating detection probability for Antarctic blue whales reveals biological trends in seasonal calling

Funding: This research was funded by International Whaling Commission Southern Ocean Research Partnership (IWC-SORP) to SB (IWC SORP Research Fund Project 17). This research was also made possible by Australian Antarctic Division (AAD) AAS projects 4102 & 4600. We explore the utility of estimati...

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Published in:Frontiers in Marine Science
Main Authors: de Castro, Franciele R., Harris, Danielle V., Buchan, Susannah J., Balcazar, Naysa, Miller, Brian S.
Other Authors: University of St Andrews.Sea Mammal Research Unit, University of St Andrews.School of Mathematics and Statistics, University of St Andrews.Centre for Research into Ecological & Environmental Modelling, University of St Andrews.Arctic Research Centre
Format: Article in Journal/Newspaper
Language:English
Published: 2024
Subjects:
Online Access:https://hdl.handle.net/10023/30621
https://doi.org/10.3389/fmars.2024.1406678
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author de Castro, Franciele R.
Harris, Danielle V.
Buchan, Susannah J.
Balcazar, Naysa
Miller, Brian S.
author2 University of St Andrews.Sea Mammal Research Unit
University of St Andrews.School of Mathematics and Statistics
University of St Andrews.Centre for Research into Ecological & Environmental Modelling
University of St Andrews.Arctic Research Centre
author_facet de Castro, Franciele R.
Harris, Danielle V.
Buchan, Susannah J.
Balcazar, Naysa
Miller, Brian S.
author_sort de Castro, Franciele R.
collection University of St Andrews: Digital Research Repository
container_title Frontiers in Marine Science
container_volume 11
description Funding: This research was funded by International Whaling Commission Southern Ocean Research Partnership (IWC-SORP) to SB (IWC SORP Research Fund Project 17). This research was also made possible by Australian Antarctic Division (AAD) AAS projects 4102 & 4600. We explore the utility of estimating the density of calls of baleen whales for better understanding acoustic trends over time. We consider as a case study stereotyped ‘song’ calls of Antarctic blue whales (Balaenoptera musculus intermedia) on their Antarctic feeding grounds over the course of a year-long, continuous recording from 2014. The recording was made in the Southern Ocean from a deep-water autonomous hydrophone moored near the seafloor in the Eastern Indian sector of the Antarctic. We estimated call density seasonally via a Monte-Carlo simulation based on the passive sonar equation, and compared our estimates to seasonal estimates of detection rate, which are commonly reported in acoustic studies of Antarctic blue whales. The resulting seasonal call densities at our Antarctic site were strongly influenced by seasonally varying noise levels, which in turn yielded seasonal differences in detection range. Incorporating the seasonal estimates of detection area into our analysis revealed a pattern of call densities in accord with historic (non-acoustic) knowledge of Antarctic blue whale seasonal distribution and migrations, a pattern that differed from seasonal detection rates. Furthermore, our methods for estimating call densities produced results that were more statistically robust for comparison across sites and time and more meaningful for interpretation of biological trends compared to detection rates alone. These advantages came at the cost of a more complex analysis that accounts for the large variability in detection range of different sounds that occur in Antarctic waters, and also accounts for the performance and biases introduced by automated algorithms to detect sounds. Despite the additional analytical complexities, broader usage of ...
format Article in Journal/Newspaper
genre Antarc*
Antarctic
Australian Antarctic Division
Balaenoptera musculus
baleen whales
Blue whale
Southern Ocean
genre_facet Antarc*
Antarctic
Australian Antarctic Division
Balaenoptera musculus
baleen whales
Blue whale
Southern Ocean
geographic Antarctic
Southern Ocean
The Antarctic
Indian
geographic_facet Antarctic
Southern Ocean
The Antarctic
Indian
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institution Open Polar
language English
op_collection_id ftstandrewserep
op_doi https://doi.org/10.3389/fmars.2024.1406678
op_relation Frontiers in Marine Science
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de Castro , F R , Harris , D V , Buchan , S J , Balcazar , N & Miller , B S 2024 , ' Beyond counting calls : estimating detection probability for Antarctic blue whales reveals biological trends in seasonal calling ' , Frontiers in Marine Science , vol. 11 , 1406678 . https://doi.org/10.3389/fmars.2024.1406678
Jisc: 2297520
https://hdl.handle.net/10023/30621
doi:10.3389/fmars.2024.1406678
op_rights Copyright © 2024 de Castro, Harris, Buchan, Balcazar and Miller. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
publishDate 2024
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spelling ftstandrewserep:oai:research-repository.st-andrews.ac.uk:10023/30621 2025-04-13T14:08:50+00:00 Beyond counting calls : estimating detection probability for Antarctic blue whales reveals biological trends in seasonal calling de Castro, Franciele R. Harris, Danielle V. Buchan, Susannah J. Balcazar, Naysa Miller, Brian S. University of St Andrews.Sea Mammal Research Unit University of St Andrews.School of Mathematics and Statistics University of St Andrews.Centre for Research into Ecological & Environmental Modelling University of St Andrews.Arctic Research Centre 2024-10-03T11:30:08Z 14 14002130 application/pdf https://hdl.handle.net/10023/30621 https://doi.org/10.3389/fmars.2024.1406678 eng eng Frontiers in Marine Science 308810440 85205347947 de Castro , F R , Harris , D V , Buchan , S J , Balcazar , N & Miller , B S 2024 , ' Beyond counting calls : estimating detection probability for Antarctic blue whales reveals biological trends in seasonal calling ' , Frontiers in Marine Science , vol. 11 , 1406678 . https://doi.org/10.3389/fmars.2024.1406678 Jisc: 2297520 https://hdl.handle.net/10023/30621 doi:10.3389/fmars.2024.1406678 Copyright © 2024 de Castro, Harris, Buchan, Balcazar and Miller. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. Southern Ocean Acoustic trends Acoustic propagation modelling Antarctic Antarctic blue whale Call density Single hydrophone QH301 Biology RR-NDAS QH301 Journal article 2024 ftstandrewserep https://doi.org/10.3389/fmars.2024.1406678 2025-03-19T08:01:33Z Funding: This research was funded by International Whaling Commission Southern Ocean Research Partnership (IWC-SORP) to SB (IWC SORP Research Fund Project 17). This research was also made possible by Australian Antarctic Division (AAD) AAS projects 4102 & 4600. We explore the utility of estimating the density of calls of baleen whales for better understanding acoustic trends over time. We consider as a case study stereotyped ‘song’ calls of Antarctic blue whales (Balaenoptera musculus intermedia) on their Antarctic feeding grounds over the course of a year-long, continuous recording from 2014. The recording was made in the Southern Ocean from a deep-water autonomous hydrophone moored near the seafloor in the Eastern Indian sector of the Antarctic. We estimated call density seasonally via a Monte-Carlo simulation based on the passive sonar equation, and compared our estimates to seasonal estimates of detection rate, which are commonly reported in acoustic studies of Antarctic blue whales. The resulting seasonal call densities at our Antarctic site were strongly influenced by seasonally varying noise levels, which in turn yielded seasonal differences in detection range. Incorporating the seasonal estimates of detection area into our analysis revealed a pattern of call densities in accord with historic (non-acoustic) knowledge of Antarctic blue whale seasonal distribution and migrations, a pattern that differed from seasonal detection rates. Furthermore, our methods for estimating call densities produced results that were more statistically robust for comparison across sites and time and more meaningful for interpretation of biological trends compared to detection rates alone. These advantages came at the cost of a more complex analysis that accounts for the large variability in detection range of different sounds that occur in Antarctic waters, and also accounts for the performance and biases introduced by automated algorithms to detect sounds. Despite the additional analytical complexities, broader usage of ... Article in Journal/Newspaper Antarc* Antarctic Australian Antarctic Division Balaenoptera musculus baleen whales Blue whale Southern Ocean University of St Andrews: Digital Research Repository Antarctic Southern Ocean The Antarctic Indian Frontiers in Marine Science 11
spellingShingle Southern Ocean
Acoustic trends
Acoustic propagation modelling
Antarctic
Antarctic blue whale
Call density
Single hydrophone
QH301 Biology
RR-NDAS
QH301
de Castro, Franciele R.
Harris, Danielle V.
Buchan, Susannah J.
Balcazar, Naysa
Miller, Brian S.
Beyond counting calls : estimating detection probability for Antarctic blue whales reveals biological trends in seasonal calling
title Beyond counting calls : estimating detection probability for Antarctic blue whales reveals biological trends in seasonal calling
title_full Beyond counting calls : estimating detection probability for Antarctic blue whales reveals biological trends in seasonal calling
title_fullStr Beyond counting calls : estimating detection probability for Antarctic blue whales reveals biological trends in seasonal calling
title_full_unstemmed Beyond counting calls : estimating detection probability for Antarctic blue whales reveals biological trends in seasonal calling
title_short Beyond counting calls : estimating detection probability for Antarctic blue whales reveals biological trends in seasonal calling
title_sort beyond counting calls : estimating detection probability for antarctic blue whales reveals biological trends in seasonal calling
topic Southern Ocean
Acoustic trends
Acoustic propagation modelling
Antarctic
Antarctic blue whale
Call density
Single hydrophone
QH301 Biology
RR-NDAS
QH301
topic_facet Southern Ocean
Acoustic trends
Acoustic propagation modelling
Antarctic
Antarctic blue whale
Call density
Single hydrophone
QH301 Biology
RR-NDAS
QH301
url https://hdl.handle.net/10023/30621
https://doi.org/10.3389/fmars.2024.1406678