VARYING COEFFICIENTS CORRELATED VELOCITY MODELS IN COMPLEX LANDSCAPES WITH BOUNDARIES APPLIED TO NARWHAL RESPONSES TO NOISE EXPOSURE

International audience Narwhals in the Arctic are increasingly exposed to human activities that can temporarily or permanently threaten their survival by modifying their behavior. We examine GPS data from a population of narwhals exposed to ship and seismic airgun noise during a controlled experimen...

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Main Authors: Delporte, Alexandre, Ditlevsen, Susanne, Samson, Adeline
Other Authors: Université Grenoble Alpes (UGA), University of Copenhagen = Københavns Universitet (UCPH)
Format: Report
Language:English
Published: HAL CCSD 2024
Subjects:
Online Access:https://hal.science/hal-04684712
https://hal.science/hal-04684712/document
https://hal.science/hal-04684712/file/narwhals_AOAS.pdf
id ftunigrenoble:oai:HAL:hal-04684712v1
record_format openpolar
spelling ftunigrenoble:oai:HAL:hal-04684712v1 2024-09-30T14:31:10+00:00 VARYING COEFFICIENTS CORRELATED VELOCITY MODELS IN COMPLEX LANDSCAPES WITH BOUNDARIES APPLIED TO NARWHAL RESPONSES TO NOISE EXPOSURE Delporte, Alexandre Ditlevsen, Susanne Samson, Adeline Université Grenoble Alpes (UGA) University of Copenhagen = Københavns Universitet (UCPH) 2024-09-03 https://hal.science/hal-04684712 https://hal.science/hal-04684712/document https://hal.science/hal-04684712/file/narwhals_AOAS.pdf en eng HAL CCSD info:eu-repo/semantics/altIdentifier/arxiv/2408.03741 hal-04684712 https://hal.science/hal-04684712 https://hal.science/hal-04684712/document https://hal.science/hal-04684712/file/narwhals_AOAS.pdf ARXIV: 2408.03741 info:eu-repo/semantics/OpenAccess https://hal.science/hal-04684712 2024 behavioral response study stochastic differential equations mixed effect model [STAT]Statistics [stat] info:eu-repo/semantics/preprint Preprints, Working Papers, . 2024 ftunigrenoble 2024-09-10T01:08:36Z International audience Narwhals in the Arctic are increasingly exposed to human activities that can temporarily or permanently threaten their survival by modifying their behavior. We examine GPS data from a population of narwhals exposed to ship and seismic airgun noise during a controlled experiment in 2018 in the Scoresby Sound fjord system in Southeast Greenland. The fjord system has a complex shore line, restricting the behavioral response options for the narwhals to escape the threats. We propose a new continuous-time correlated velocity model with varying coefficients that includes spatial constraints on movement. To assess the sound exposure effect we compare a baseline model for the movement before exposure to a response model for the movement during exposure. Our model, applied to the narwhal data, suggests increased tortuosity of the trajectories as a consequence of the spatial constraints, and further indicates that sound exposure can disturb narwhal motion up to a couple of tens of kilometers. Specifically, we found an increase in velocity and a decrease in the movement persistence. Report Arctic Greenland narwhal* Scoresby Sound Université Grenoble Alpes: HAL Arctic Greenland Scoresby ENVELOPE(162.750,162.750,-66.567,-66.567)
institution Open Polar
collection Université Grenoble Alpes: HAL
op_collection_id ftunigrenoble
language English
topic behavioral response study
stochastic differential equations
mixed effect model
[STAT]Statistics [stat]
spellingShingle behavioral response study
stochastic differential equations
mixed effect model
[STAT]Statistics [stat]
Delporte, Alexandre
Ditlevsen, Susanne
Samson, Adeline
VARYING COEFFICIENTS CORRELATED VELOCITY MODELS IN COMPLEX LANDSCAPES WITH BOUNDARIES APPLIED TO NARWHAL RESPONSES TO NOISE EXPOSURE
topic_facet behavioral response study
stochastic differential equations
mixed effect model
[STAT]Statistics [stat]
description International audience Narwhals in the Arctic are increasingly exposed to human activities that can temporarily or permanently threaten their survival by modifying their behavior. We examine GPS data from a population of narwhals exposed to ship and seismic airgun noise during a controlled experiment in 2018 in the Scoresby Sound fjord system in Southeast Greenland. The fjord system has a complex shore line, restricting the behavioral response options for the narwhals to escape the threats. We propose a new continuous-time correlated velocity model with varying coefficients that includes spatial constraints on movement. To assess the sound exposure effect we compare a baseline model for the movement before exposure to a response model for the movement during exposure. Our model, applied to the narwhal data, suggests increased tortuosity of the trajectories as a consequence of the spatial constraints, and further indicates that sound exposure can disturb narwhal motion up to a couple of tens of kilometers. Specifically, we found an increase in velocity and a decrease in the movement persistence.
author2 Université Grenoble Alpes (UGA)
University of Copenhagen = Københavns Universitet (UCPH)
format Report
author Delporte, Alexandre
Ditlevsen, Susanne
Samson, Adeline
author_facet Delporte, Alexandre
Ditlevsen, Susanne
Samson, Adeline
author_sort Delporte, Alexandre
title VARYING COEFFICIENTS CORRELATED VELOCITY MODELS IN COMPLEX LANDSCAPES WITH BOUNDARIES APPLIED TO NARWHAL RESPONSES TO NOISE EXPOSURE
title_short VARYING COEFFICIENTS CORRELATED VELOCITY MODELS IN COMPLEX LANDSCAPES WITH BOUNDARIES APPLIED TO NARWHAL RESPONSES TO NOISE EXPOSURE
title_full VARYING COEFFICIENTS CORRELATED VELOCITY MODELS IN COMPLEX LANDSCAPES WITH BOUNDARIES APPLIED TO NARWHAL RESPONSES TO NOISE EXPOSURE
title_fullStr VARYING COEFFICIENTS CORRELATED VELOCITY MODELS IN COMPLEX LANDSCAPES WITH BOUNDARIES APPLIED TO NARWHAL RESPONSES TO NOISE EXPOSURE
title_full_unstemmed VARYING COEFFICIENTS CORRELATED VELOCITY MODELS IN COMPLEX LANDSCAPES WITH BOUNDARIES APPLIED TO NARWHAL RESPONSES TO NOISE EXPOSURE
title_sort varying coefficients correlated velocity models in complex landscapes with boundaries applied to narwhal responses to noise exposure
publisher HAL CCSD
publishDate 2024
url https://hal.science/hal-04684712
https://hal.science/hal-04684712/document
https://hal.science/hal-04684712/file/narwhals_AOAS.pdf
long_lat ENVELOPE(162.750,162.750,-66.567,-66.567)
geographic Arctic
Greenland
Scoresby
geographic_facet Arctic
Greenland
Scoresby
genre Arctic
Greenland
narwhal*
Scoresby Sound
genre_facet Arctic
Greenland
narwhal*
Scoresby Sound
op_source https://hal.science/hal-04684712
2024
op_relation info:eu-repo/semantics/altIdentifier/arxiv/2408.03741
hal-04684712
https://hal.science/hal-04684712
https://hal.science/hal-04684712/document
https://hal.science/hal-04684712/file/narwhals_AOAS.pdf
ARXIV: 2408.03741
op_rights info:eu-repo/semantics/OpenAccess
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