Predicting krill swarm characteristics important for marine predators foraging off East Antarctica

Open ocean predator-prey interactions are often difficult to interpret because of a lack of information on prey fields at scales relevant to predator behaviour. Hence, there is strong interest in identifying the biological and physical factors influencing the distribution and abundance of prey speci...

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Published in:Ecography
Main Authors: Bestley, S, Raymond, B, Gales, NJ, Harcourt, RG, Hindell, MA, Jonsen, ID, Nicol, S, Peron, C, Sumner, MD, Weimerskirch, H, Wotherspoon, SJ, Cox, MJ
Format: Article in Journal/Newspaper
Language:unknown
Published: Blackwell Munksgaard 2017
Subjects:
Online Access:https://eprints.utas.edu.au/25599/
https://doi.org/10.1111/ecog.03080
id ftunivtasmania:oai:eprints.utas.edu.au:25599
record_format openpolar
spelling ftunivtasmania:oai:eprints.utas.edu.au:25599 2023-05-15T13:31:52+02:00 Predicting krill swarm characteristics important for marine predators foraging off East Antarctica Bestley, S Raymond, B Gales, NJ Harcourt, RG Hindell, MA Jonsen, ID Nicol, S Peron, C Sumner, MD Weimerskirch, H Wotherspoon, SJ Cox, MJ 2017 https://eprints.utas.edu.au/25599/ https://doi.org/10.1111/ecog.03080 unknown Blackwell Munksgaard Bestley, S orcid:0000-0001-9342-669X , Raymond, B, Gales, NJ, Harcourt, RG, Hindell, MA orcid:0000-0002-7823-7185 , Jonsen, ID, Nicol, S, Peron, C, Sumner, MD, Weimerskirch, H, Wotherspoon, SJ orcid:0000-0002-6947-4445 and Cox, MJ 2017 , 'Predicting krill swarm characteristics important for marine predators foraging off East Antarctica' , Ecography, vol. 40 , pp. 1-16 , doi:10.1111/ecog.03080 <http://dx.doi.org/10.1111/ecog.03080>. acoustic survey krill swarms marine predators foraging migrations East Antarctic ecosystem ecological modelling spatial predictions Article PeerReviewed 2017 ftunivtasmania https://doi.org/10.1111/ecog.03080 2021-08-16T22:18:01Z Open ocean predator-prey interactions are often difficult to interpret because of a lack of information on prey fields at scales relevant to predator behaviour. Hence, there is strong interest in identifying the biological and physical factors influencing the distribution and abundance of prey species, which may be of broad predictive use for conservation planning and evaluating effects of environmental change. This study focuses on a key Southern Ocean prey species, Antarctic krill Euphausia superba, using acoustic observations of individual swarms (aggregations) from a large-scale survey off East Antarctica. We developed two sets of statistical models describing swarm characteristics, one set using underway survey data for the explanatory variables, and the other using their satellite remotely sensed analogues. While survey data are in situ and contemporaneous with the swarm data, remotely sensed data are all that is available for prediction and inference about prey distribution in other areas or at other times. The fitted models showed that the primary biophysical influences on krill swarm characteristics included daylight (solar elevation/radiation) and proximity to the Antarctic continental slope, but there were also complex relationships with current velocities and gradients. Overall model performance was similar regardless of whether underway or remotely sensed predictors were used. We applied the latter models to generate regional-scale spatial predictions using a 10-yr remotely-sensed time series. This retrospective modelling identified areas off east Antarctica where relatively dense krill swarms were consistently predicted during austral mid-summers, which may underpin key foraging areas for marine predators. Spatiotemporal predictions along Antarctic predator satellite tracks, from independent studies, illustrate the potential for uptake into further quantitative modelling of predator movements and foraging. The approach is widely applicable to other krill-dependent ecosystems, and our findings are relevant to similar efforts examining biophysical linkages elsewhere in the Southern Ocean and beyond. Article in Journal/Newspaper Antarc* Antarctic Antarctic Krill Antarctica East Antarctica Euphausia superba Southern Ocean University of Tasmania: UTas ePrints Antarctic Austral East Antarctica Southern Ocean The Antarctic Ecography 41 6 996 1012
institution Open Polar
collection University of Tasmania: UTas ePrints
op_collection_id ftunivtasmania
language unknown
topic acoustic survey
krill swarms
marine predators
foraging migrations
East Antarctic ecosystem
ecological modelling
spatial predictions
spellingShingle acoustic survey
krill swarms
marine predators
foraging migrations
East Antarctic ecosystem
ecological modelling
spatial predictions
Bestley, S
Raymond, B
Gales, NJ
Harcourt, RG
Hindell, MA
Jonsen, ID
Nicol, S
Peron, C
Sumner, MD
Weimerskirch, H
Wotherspoon, SJ
Cox, MJ
Predicting krill swarm characteristics important for marine predators foraging off East Antarctica
topic_facet acoustic survey
krill swarms
marine predators
foraging migrations
East Antarctic ecosystem
ecological modelling
spatial predictions
description Open ocean predator-prey interactions are often difficult to interpret because of a lack of information on prey fields at scales relevant to predator behaviour. Hence, there is strong interest in identifying the biological and physical factors influencing the distribution and abundance of prey species, which may be of broad predictive use for conservation planning and evaluating effects of environmental change. This study focuses on a key Southern Ocean prey species, Antarctic krill Euphausia superba, using acoustic observations of individual swarms (aggregations) from a large-scale survey off East Antarctica. We developed two sets of statistical models describing swarm characteristics, one set using underway survey data for the explanatory variables, and the other using their satellite remotely sensed analogues. While survey data are in situ and contemporaneous with the swarm data, remotely sensed data are all that is available for prediction and inference about prey distribution in other areas or at other times. The fitted models showed that the primary biophysical influences on krill swarm characteristics included daylight (solar elevation/radiation) and proximity to the Antarctic continental slope, but there were also complex relationships with current velocities and gradients. Overall model performance was similar regardless of whether underway or remotely sensed predictors were used. We applied the latter models to generate regional-scale spatial predictions using a 10-yr remotely-sensed time series. This retrospective modelling identified areas off east Antarctica where relatively dense krill swarms were consistently predicted during austral mid-summers, which may underpin key foraging areas for marine predators. Spatiotemporal predictions along Antarctic predator satellite tracks, from independent studies, illustrate the potential for uptake into further quantitative modelling of predator movements and foraging. The approach is widely applicable to other krill-dependent ecosystems, and our findings are relevant to similar efforts examining biophysical linkages elsewhere in the Southern Ocean and beyond.
format Article in Journal/Newspaper
author Bestley, S
Raymond, B
Gales, NJ
Harcourt, RG
Hindell, MA
Jonsen, ID
Nicol, S
Peron, C
Sumner, MD
Weimerskirch, H
Wotherspoon, SJ
Cox, MJ
author_facet Bestley, S
Raymond, B
Gales, NJ
Harcourt, RG
Hindell, MA
Jonsen, ID
Nicol, S
Peron, C
Sumner, MD
Weimerskirch, H
Wotherspoon, SJ
Cox, MJ
author_sort Bestley, S
title Predicting krill swarm characteristics important for marine predators foraging off East Antarctica
title_short Predicting krill swarm characteristics important for marine predators foraging off East Antarctica
title_full Predicting krill swarm characteristics important for marine predators foraging off East Antarctica
title_fullStr Predicting krill swarm characteristics important for marine predators foraging off East Antarctica
title_full_unstemmed Predicting krill swarm characteristics important for marine predators foraging off East Antarctica
title_sort predicting krill swarm characteristics important for marine predators foraging off east antarctica
publisher Blackwell Munksgaard
publishDate 2017
url https://eprints.utas.edu.au/25599/
https://doi.org/10.1111/ecog.03080
geographic Antarctic
Austral
East Antarctica
Southern Ocean
The Antarctic
geographic_facet Antarctic
Austral
East Antarctica
Southern Ocean
The Antarctic
genre Antarc*
Antarctic
Antarctic Krill
Antarctica
East Antarctica
Euphausia superba
Southern Ocean
genre_facet Antarc*
Antarctic
Antarctic Krill
Antarctica
East Antarctica
Euphausia superba
Southern Ocean
op_relation Bestley, S orcid:0000-0001-9342-669X , Raymond, B, Gales, NJ, Harcourt, RG, Hindell, MA orcid:0000-0002-7823-7185 , Jonsen, ID, Nicol, S, Peron, C, Sumner, MD, Weimerskirch, H, Wotherspoon, SJ orcid:0000-0002-6947-4445 and Cox, MJ 2017 , 'Predicting krill swarm characteristics important for marine predators foraging off East Antarctica' , Ecography, vol. 40 , pp. 1-16 , doi:10.1111/ecog.03080 <http://dx.doi.org/10.1111/ecog.03080>.
op_doi https://doi.org/10.1111/ecog.03080
container_title Ecography
container_volume 41
container_issue 6
container_start_page 996
op_container_end_page 1012
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