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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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 |
_version_ |
1811635817685188608 |