Data from: Accelerometers can measure total and activity-specific energy expenditure in free-ranging marine mammals only if linked to time-activity budgets

AbstractEnergy expenditure is an important component of foraging ecology, but is extremely difficult to estimate in free-ranging animals and depends on how animals partition their time between different activities during foraging. Acceleration data have emerged as a new way to determine energy expen...

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Main Authors: Jeanniard-du-Dot, Tiphaine, Guinet, Christophe, Arnould, John P. Y., Speakman, John R., Trites, Andrew W., Arnould, John P.Y.
Format: Dataset
Language:unknown
Published: Borealis 2021
Subjects:
Online Access:https://search.dataone.org/view/sha256:61566373a63e027b33a9acc0fbed8c803c56ca4904300a0f5645de5356d1377d
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author Jeanniard-du-Dot, Tiphaine
Guinet, Christophe
Arnould, John P. Y.
Speakman, John R.
Trites, Andrew W.
Arnould, John P.Y.
author_facet Jeanniard-du-Dot, Tiphaine
Guinet, Christophe
Arnould, John P. Y.
Speakman, John R.
Trites, Andrew W.
Arnould, John P.Y.
author_sort Jeanniard-du-Dot, Tiphaine
collection Borealis (via DataONE)
description AbstractEnergy expenditure is an important component of foraging ecology, but is extremely difficult to estimate in free-ranging animals and depends on how animals partition their time between different activities during foraging. Acceleration data have emerged as a new way to determine energy expenditure at a fine scale but this needs to be tested and validated in wild animals. This study investigated whether vectorial dynamic body acceleration (VeDBA) could accurately predict the energy expended by marine predators during a full foraging trip. We also aimed to determine whether the accuracy of predictions of energy expenditure derived from acceleration increased when partitioned by different types of at-sea activities (i.e. diving, transiting, resting and surface activities). To do so, we equipped 20 lactating northern (Callorhinus ursinus) and 20 lactating Antarctic fur seals (Arctocephalus gazella) with GPS, time-depth recorders and tri-axial accelerometers and obtained estimates of field metabolic rates using the doubly labelled water (DLW) method. VeDBA was derived from tri-axial acceleration, and at-sea activities (diving, transiting, resting and surface activities) were determined using dive depth, tri-axial acceleration and travelling speed. We found that VeDBA did not accurately predict the total energy expended by fur seals during their full foraging trips (R2 = 0·36). However, the accuracy of VeDBA as a predictor of total energy expenditure increased significantly when foraging trips were partitioned by activity and when activity-specific VeDBA was paired with time-activity budgets (R2 = 0·70). Activity-specific VeDBA also accurately predicted the energy expenditures of each activity independent of each other (R2 > 0·85). Our study confirms that acceleration is a promising way to estimate energy expenditures of free-ranging marine mammals at a fine scale never attained before. However, it shows that it needs to be based on the time-activity budgets that make up foraging trips rather than being derived as a single measure of VeDBA applied to entire foraging trips. Our activity-based method provides a cost-effective means to accurately calculate energy expenditures of fur seals using acceleration and time-activity budgets, that can be transfered to studies on other species.
format Dataset
genre Antarc*
Antarctic
Antarctic Fur Seal
Antarctic Fur Seals
Arctocephalus gazella
Callorhinus ursinus
Northern fur seal
genre_facet Antarc*
Antarctic
Antarctic Fur Seal
Antarctic Fur Seals
Arctocephalus gazella
Callorhinus ursinus
Northern fur seal
geographic Antarctic
geographic_facet Antarctic
id dataone:sha256:61566373a63e027b33a9acc0fbed8c803c56ca4904300a0f5645de5356d1377d
institution Open Polar
language unknown
op_collection_id dataone:urn:node:BOREALIS
publishDate 2021
publisher Borealis
record_format openpolar
spelling dataone:sha256:61566373a63e027b33a9acc0fbed8c803c56ca4904300a0f5645de5356d1377d 2025-06-03T18:49:12+00:00 Data from: Accelerometers can measure total and activity-specific energy expenditure in free-ranging marine mammals only if linked to time-activity budgets Jeanniard-du-Dot, Tiphaine Guinet, Christophe Arnould, John P. Y. Speakman, John R. Trites, Andrew W. Arnould, John P.Y. 2021-05-19T00:00:00Z https://search.dataone.org/view/sha256:61566373a63e027b33a9acc0fbed8c803c56ca4904300a0f5645de5356d1377d unknown Borealis Callorhinus ursinus foraging northern fur seal Antarctic fur seal Arctocephalus gazella energy expenditure acceleration Time-activity budget VeDBA Other ODBA 2011-2012 Dataset 2021 dataone:urn:node:BOREALIS 2025-06-03T18:18:01Z AbstractEnergy expenditure is an important component of foraging ecology, but is extremely difficult to estimate in free-ranging animals and depends on how animals partition their time between different activities during foraging. Acceleration data have emerged as a new way to determine energy expenditure at a fine scale but this needs to be tested and validated in wild animals. This study investigated whether vectorial dynamic body acceleration (VeDBA) could accurately predict the energy expended by marine predators during a full foraging trip. We also aimed to determine whether the accuracy of predictions of energy expenditure derived from acceleration increased when partitioned by different types of at-sea activities (i.e. diving, transiting, resting and surface activities). To do so, we equipped 20 lactating northern (Callorhinus ursinus) and 20 lactating Antarctic fur seals (Arctocephalus gazella) with GPS, time-depth recorders and tri-axial accelerometers and obtained estimates of field metabolic rates using the doubly labelled water (DLW) method. VeDBA was derived from tri-axial acceleration, and at-sea activities (diving, transiting, resting and surface activities) were determined using dive depth, tri-axial acceleration and travelling speed. We found that VeDBA did not accurately predict the total energy expended by fur seals during their full foraging trips (R2 = 0·36). However, the accuracy of VeDBA as a predictor of total energy expenditure increased significantly when foraging trips were partitioned by activity and when activity-specific VeDBA was paired with time-activity budgets (R2 = 0·70). Activity-specific VeDBA also accurately predicted the energy expenditures of each activity independent of each other (R2 > 0·85). Our study confirms that acceleration is a promising way to estimate energy expenditures of free-ranging marine mammals at a fine scale never attained before. However, it shows that it needs to be based on the time-activity budgets that make up foraging trips rather than being derived as a single measure of VeDBA applied to entire foraging trips. Our activity-based method provides a cost-effective means to accurately calculate energy expenditures of fur seals using acceleration and time-activity budgets, that can be transfered to studies on other species. Dataset Antarc* Antarctic Antarctic Fur Seal Antarctic Fur Seals Arctocephalus gazella Callorhinus ursinus Northern fur seal Borealis (via DataONE) Antarctic
spellingShingle Callorhinus ursinus
foraging
northern fur seal
Antarctic fur seal
Arctocephalus gazella
energy expenditure
acceleration
Time-activity budget
VeDBA
Other
ODBA
2011-2012
Jeanniard-du-Dot, Tiphaine
Guinet, Christophe
Arnould, John P. Y.
Speakman, John R.
Trites, Andrew W.
Arnould, John P.Y.
Data from: Accelerometers can measure total and activity-specific energy expenditure in free-ranging marine mammals only if linked to time-activity budgets
title Data from: Accelerometers can measure total and activity-specific energy expenditure in free-ranging marine mammals only if linked to time-activity budgets
title_full Data from: Accelerometers can measure total and activity-specific energy expenditure in free-ranging marine mammals only if linked to time-activity budgets
title_fullStr Data from: Accelerometers can measure total and activity-specific energy expenditure in free-ranging marine mammals only if linked to time-activity budgets
title_full_unstemmed Data from: Accelerometers can measure total and activity-specific energy expenditure in free-ranging marine mammals only if linked to time-activity budgets
title_short Data from: Accelerometers can measure total and activity-specific energy expenditure in free-ranging marine mammals only if linked to time-activity budgets
title_sort data from: accelerometers can measure total and activity-specific energy expenditure in free-ranging marine mammals only if linked to time-activity budgets
topic Callorhinus ursinus
foraging
northern fur seal
Antarctic fur seal
Arctocephalus gazella
energy expenditure
acceleration
Time-activity budget
VeDBA
Other
ODBA
2011-2012
topic_facet Callorhinus ursinus
foraging
northern fur seal
Antarctic fur seal
Arctocephalus gazella
energy expenditure
acceleration
Time-activity budget
VeDBA
Other
ODBA
2011-2012
url https://search.dataone.org/view/sha256:61566373a63e027b33a9acc0fbed8c803c56ca4904300a0f5645de5356d1377d