Identification of prey captures in Australian Fur Seals (Arctocephalus pusillus doriferus) using head-mounted accelerometers: field validation with animal-borne video cameras

This study investigated prey captures in free-ranging adult female Australian fur seals (Arctocephalus pusillus doriferus) using head-mounted 3-axis accelerometers and animal-borne video cameras. Acceleration data was used to identify individual attempted prey captures (APC), and video data were use...

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Main Authors: Beth Volpov, Andrew Hoskins, B C Battaile, M Viviant, K E Wheatley, G Marshall, K Abernathy, John Arnould
Format: Other Non-Article Part of Journal/Newspaper
Language:unknown
Published: 2015
Subjects:
Online Access:http://hdl.handle.net/10536/DRO/DU:30074214
https://figshare.com/articles/journal_contribution/Identification_of_prey_captures_in_Australian_Fur_Seals_Arctocephalus_pusillus_doriferus_using_head-mounted_accelerometers_field_validation_with_animal-borne_video_cameras/20903803
id ftdeakinunifig:oai:figshare.com:article/20903803
record_format openpolar
spelling ftdeakinunifig:oai:figshare.com:article/20903803 2023-05-15T16:05:21+02:00 Identification of prey captures in Australian Fur Seals (Arctocephalus pusillus doriferus) using head-mounted accelerometers: field validation with animal-borne video cameras Beth Volpov Andrew Hoskins B C Battaile M Viviant K E Wheatley G Marshall K Abernathy John Arnould 2015-01-01T00:00:00Z http://hdl.handle.net/10536/DRO/DU:30074214 https://figshare.com/articles/journal_contribution/Identification_of_prey_captures_in_Australian_Fur_Seals_Arctocephalus_pusillus_doriferus_using_head-mounted_accelerometers_field_validation_with_animal-borne_video_cameras/20903803 unknown http://hdl.handle.net/10536/DRO/DU:30074214 https://figshare.com/articles/journal_contribution/Identification_of_prey_captures_in_Australian_Fur_Seals_Arctocephalus_pusillus_doriferus_using_head-mounted_accelerometers_field_validation_with_animal-borne_video_cameras/20903803 All Rights Reserved Uncategorized Science & Technology Multidisciplinary Sciences Science & Technology - Other Topics SOUTHERN ELEPHANT SEAL STOMACH TEMPERATURE FORAGING SUCCESS FEEDING-BEHAVIOR MIROUNGA-LEONINA DIVING BEHAVIOR PHOCA-VITULINA MONK SEALS PINNIPEDS CLASSIFICATION Text Journal contribution 2015 ftdeakinunifig 2022-11-17T21:19:11Z This study investigated prey captures in free-ranging adult female Australian fur seals (Arctocephalus pusillus doriferus) using head-mounted 3-axis accelerometers and animal-borne video cameras. Acceleration data was used to identify individual attempted prey captures (APC), and video data were used to independently verify APC and prey types. Results demonstrated that head-mounted accelerometers could detect individual APC but were unable to distinguish among prey types (fish, cephalopod, stingray) or between successful captures and unsuccessful capture attempts. Mean detection rate (true positive rate) on individual animals in the testing subset ranged from 67-100%, and mean detection on the testing subset averaged across 4 animals ranged from 82-97%. Mean False positive (FP) rate ranged from 15-67% individually in the testing subset, and 26-59% averaged across 4 animals. Surge and sway had significantly greater detection rates, but also conversely greater FP rates compared to heave. Video data also indicated that some head movements recorded by the accelerometers were unrelated to APC and that a peak in acceleration variance did not always equate to an individual prey item. The results of the present study indicate that head-mounted accelerometers provide a complementary tool for investigating foraging behaviour in pinnipeds, but that detection and FP correction factors need to be applied for reliable field application. Other Non-Article Part of Journal/Newspaper Elephant Seal Mirounga leonina Phoca vitulina Southern Elephant Seal DRO - Deakin Research Online
institution Open Polar
collection DRO - Deakin Research Online
op_collection_id ftdeakinunifig
language unknown
topic Uncategorized
Science & Technology
Multidisciplinary Sciences
Science & Technology - Other Topics
SOUTHERN ELEPHANT SEAL
STOMACH TEMPERATURE
FORAGING SUCCESS
FEEDING-BEHAVIOR
MIROUNGA-LEONINA
DIVING BEHAVIOR
PHOCA-VITULINA
MONK SEALS
PINNIPEDS
CLASSIFICATION
spellingShingle Uncategorized
Science & Technology
Multidisciplinary Sciences
Science & Technology - Other Topics
SOUTHERN ELEPHANT SEAL
STOMACH TEMPERATURE
FORAGING SUCCESS
FEEDING-BEHAVIOR
MIROUNGA-LEONINA
DIVING BEHAVIOR
PHOCA-VITULINA
MONK SEALS
PINNIPEDS
CLASSIFICATION
Beth Volpov
Andrew Hoskins
B C Battaile
M Viviant
K E Wheatley
G Marshall
K Abernathy
John Arnould
Identification of prey captures in Australian Fur Seals (Arctocephalus pusillus doriferus) using head-mounted accelerometers: field validation with animal-borne video cameras
topic_facet Uncategorized
Science & Technology
Multidisciplinary Sciences
Science & Technology - Other Topics
SOUTHERN ELEPHANT SEAL
STOMACH TEMPERATURE
FORAGING SUCCESS
FEEDING-BEHAVIOR
MIROUNGA-LEONINA
DIVING BEHAVIOR
PHOCA-VITULINA
MONK SEALS
PINNIPEDS
CLASSIFICATION
description This study investigated prey captures in free-ranging adult female Australian fur seals (Arctocephalus pusillus doriferus) using head-mounted 3-axis accelerometers and animal-borne video cameras. Acceleration data was used to identify individual attempted prey captures (APC), and video data were used to independently verify APC and prey types. Results demonstrated that head-mounted accelerometers could detect individual APC but were unable to distinguish among prey types (fish, cephalopod, stingray) or between successful captures and unsuccessful capture attempts. Mean detection rate (true positive rate) on individual animals in the testing subset ranged from 67-100%, and mean detection on the testing subset averaged across 4 animals ranged from 82-97%. Mean False positive (FP) rate ranged from 15-67% individually in the testing subset, and 26-59% averaged across 4 animals. Surge and sway had significantly greater detection rates, but also conversely greater FP rates compared to heave. Video data also indicated that some head movements recorded by the accelerometers were unrelated to APC and that a peak in acceleration variance did not always equate to an individual prey item. The results of the present study indicate that head-mounted accelerometers provide a complementary tool for investigating foraging behaviour in pinnipeds, but that detection and FP correction factors need to be applied for reliable field application.
format Other Non-Article Part of Journal/Newspaper
author Beth Volpov
Andrew Hoskins
B C Battaile
M Viviant
K E Wheatley
G Marshall
K Abernathy
John Arnould
author_facet Beth Volpov
Andrew Hoskins
B C Battaile
M Viviant
K E Wheatley
G Marshall
K Abernathy
John Arnould
author_sort Beth Volpov
title Identification of prey captures in Australian Fur Seals (Arctocephalus pusillus doriferus) using head-mounted accelerometers: field validation with animal-borne video cameras
title_short Identification of prey captures in Australian Fur Seals (Arctocephalus pusillus doriferus) using head-mounted accelerometers: field validation with animal-borne video cameras
title_full Identification of prey captures in Australian Fur Seals (Arctocephalus pusillus doriferus) using head-mounted accelerometers: field validation with animal-borne video cameras
title_fullStr Identification of prey captures in Australian Fur Seals (Arctocephalus pusillus doriferus) using head-mounted accelerometers: field validation with animal-borne video cameras
title_full_unstemmed Identification of prey captures in Australian Fur Seals (Arctocephalus pusillus doriferus) using head-mounted accelerometers: field validation with animal-borne video cameras
title_sort identification of prey captures in australian fur seals (arctocephalus pusillus doriferus) using head-mounted accelerometers: field validation with animal-borne video cameras
publishDate 2015
url http://hdl.handle.net/10536/DRO/DU:30074214
https://figshare.com/articles/journal_contribution/Identification_of_prey_captures_in_Australian_Fur_Seals_Arctocephalus_pusillus_doriferus_using_head-mounted_accelerometers_field_validation_with_animal-borne_video_cameras/20903803
genre Elephant Seal
Mirounga leonina
Phoca vitulina
Southern Elephant Seal
genre_facet Elephant Seal
Mirounga leonina
Phoca vitulina
Southern Elephant Seal
op_relation http://hdl.handle.net/10536/DRO/DU:30074214
https://figshare.com/articles/journal_contribution/Identification_of_prey_captures_in_Australian_Fur_Seals_Arctocephalus_pusillus_doriferus_using_head-mounted_accelerometers_field_validation_with_animal-borne_video_cameras/20903803
op_rights All Rights Reserved
_version_ 1766401253586239488