Integrating archival tag data and a high-resolution oceanographic model to estimate basking shark (Cetorhinus maximus) movements in the western Atlantic

© The Author(s), 2018. This article is distributed under the terms of the Creative Commons Attribution License. The definitive version was published in Braun, C. D., Skomal, G. B., & Thorrold, S. R. (2018). Integrating archival tag data and a high-resolution oceanographic model to estimate baski...

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Published in:Frontiers in Marine Science
Main Authors: Braun, Camrin D., Skomal, Gregory B., Thorrold, Simon R.
Format: Article in Journal/Newspaper
Language:unknown
Published: Frontiers Media 2018
Subjects:
Online Access:https://hdl.handle.net/1912/23675
id ftwhoas:oai:darchive.mblwhoilibrary.org:1912/23675
record_format openpolar
institution Open Polar
collection Woods Hole Scientific Community: WHOAS (Woods Hole Open Access Server)
op_collection_id ftwhoas
language unknown
topic movement ecology
satellite archival telemetry
migration
mesopelagic
oceanographic modeling
site fidelity
spellingShingle movement ecology
satellite archival telemetry
migration
mesopelagic
oceanographic modeling
site fidelity
Braun, Camrin D.
Skomal, Gregory B.
Thorrold, Simon R.
Integrating archival tag data and a high-resolution oceanographic model to estimate basking shark (Cetorhinus maximus) movements in the western Atlantic
topic_facet movement ecology
satellite archival telemetry
migration
mesopelagic
oceanographic modeling
site fidelity
description © The Author(s), 2018. This article is distributed under the terms of the Creative Commons Attribution License. The definitive version was published in Braun, C. D., Skomal, G. B., & Thorrold, S. R. (2018). Integrating archival tag data and a high-resolution oceanographic model to estimate basking shark (Cetorhinus maximus) movements in the western Atlantic. Frontiers in Marine Science, 5, (2018):25, doi:10.3389/fmars.2018.00025. Basking shark (Cetorhinus maximus) populations are considered “vulnerable” globally and “endangered” in the northeast Atlantic by the International Union for the Conservation of Nature (IUCN). Much of our knowledge of this species comes from surface observations in coastal waters, yet recent evidence suggests the majority of their lives may be spent in the deep ocean. Depth preferences of basking sharks have significantly limited movement studies that used pop-up satellite archival transmitting (PSAT) tags as conventional light-based geolocation is impossible for tagged animals that spend significant time below the photic zone. We tagged 57 basking sharks with PSAT tags in the NW Atlantic from 2004 to 2011. Many individuals spent several months at meso- and bathy-pelagic depths where accurate light-level geolocation was impossible during fall, winter and spring. We applied a newly-developed geolocation approach for the PSAT data by comparing three-dimensional depth-temperature profile data recorded by the tags to modeled in situ oceanographic data from the high-resolution HYbrid Coordinate Ocean Model (HYCOM). Observation-based likelihoods were leveraged within a state-space hidden Markov model (HMM). The combined tracks revealed that basking sharks moved from waters around Cape Cod, MA to as far as the SE coast of Brazil (20°S), a total distance of over 17,000 km. Moreover, 59% of tagged individuals with sufficient deployment durations (>250 days) demonstrated seasonal fidelity to Cape Cod and the Gulf of Maine, with one individual returning to within 60 km of its tagging location 1 year later. Tagged sharks spent most of their time at epipelagic depths during summer months around Cape Cod and in the Gulf of Maine. During winter months, sharks spent extended periods at depths of at least 600 m while moving south to the Sargasso Sea, the Caribbean Sea, or the western tropical Atlantic. Our work demonstrates the utility of applying advances in oceanographic modeling to understanding habitat use of highly migratory, often meso- and bathy-pelagic, ocean megafauna. The large-scale movement patterns of tagged sharks highlight the need for international cooperation when designing and implementing conservation strategies to ensure that the species recovers from the historical effects of over-fishing throughout the North Atlantic Ocean. We thank B. Galuardi and C. H. Lam for contributing analysis code, and H. Dewar, U. Thygesen and I. Jonsen for valuable feedback on the manuscript. We gratefully acknowledge funding from the US National Science Foundation (OCE 0825148), the National Aeronautics and Space Administration (NNS06AA96G), the Massachusetts Environmental Trust, and the Federal Aid in Sport Fish Restoration Program. Computational support was provided by the AWS Cloud Credits for Research program. CB was funded by the Martin Family Society of Fellows for Sustainability Fellowship at the Massachusetts Institute of Technology, the Grassle Fellowship and Ocean Venture Fund at the Woods Hole Oceanographic Institution, and the NASA Earth and Space Science Fellowship. Funding for the development of HYCOM has been provided by the National Ocean Partnership Program and the Office of Naval Research. Data assimilative products using HYCOM are funded by the U.S. Navy. Computer time for HYCOM was made available by the DoD High Performance Computing Modernization Program.
format Article in Journal/Newspaper
author Braun, Camrin D.
Skomal, Gregory B.
Thorrold, Simon R.
author_facet Braun, Camrin D.
Skomal, Gregory B.
Thorrold, Simon R.
author_sort Braun, Camrin D.
title Integrating archival tag data and a high-resolution oceanographic model to estimate basking shark (Cetorhinus maximus) movements in the western Atlantic
title_short Integrating archival tag data and a high-resolution oceanographic model to estimate basking shark (Cetorhinus maximus) movements in the western Atlantic
title_full Integrating archival tag data and a high-resolution oceanographic model to estimate basking shark (Cetorhinus maximus) movements in the western Atlantic
title_fullStr Integrating archival tag data and a high-resolution oceanographic model to estimate basking shark (Cetorhinus maximus) movements in the western Atlantic
title_full_unstemmed Integrating archival tag data and a high-resolution oceanographic model to estimate basking shark (Cetorhinus maximus) movements in the western Atlantic
title_sort integrating archival tag data and a high-resolution oceanographic model to estimate basking shark (cetorhinus maximus) movements in the western atlantic
publisher Frontiers Media
publishDate 2018
url https://hdl.handle.net/1912/23675
long_lat ENVELOPE(-21.158,-21.158,-80.534,-80.534)
geographic Dewar
geographic_facet Dewar
genre Cetorhinus maximus
North Atlantic
Northeast Atlantic
genre_facet Cetorhinus maximus
North Atlantic
Northeast Atlantic
op_source WHOI Braun, C. D., Skomal, G. B., & Thorrold, S. R. (2018). Integrating archival tag data and a high-resolution oceanographic model to estimate basking shark (Cetorhinus maximus) movements in the western Atlantic. Frontiers in Marine Science, 5, 25
doi:10.3389/fmars.2018.00025
op_relation https://doi.org/10.3389/fmars.2018.00025
WHOI Braun, C. D., Skomal, G. B., & Thorrold, S. R. (2018). Integrating archival tag data and a high-resolution oceanographic model to estimate basking shark (Cetorhinus maximus) movements in the western Atlantic. Frontiers in Marine Science, 5, 25
https://hdl.handle.net/1912/23675
doi:10.3389/fmars.2018.00025
op_rights Attribution 4.0 International
http://creativecommons.org/licenses/by/4.0/
op_rightsnorm CC-BY
op_doi https://doi.org/10.3389/fmars.2018.00025
container_title Frontiers in Marine Science
container_volume 5
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spelling ftwhoas:oai:darchive.mblwhoilibrary.org:1912/23675 2023-05-15T15:53:51+02:00 Integrating archival tag data and a high-resolution oceanographic model to estimate basking shark (Cetorhinus maximus) movements in the western Atlantic Braun, Camrin D. Skomal, Gregory B. Thorrold, Simon R. 2018-02-08 https://hdl.handle.net/1912/23675 unknown Frontiers Media https://doi.org/10.3389/fmars.2018.00025 WHOI Braun, C. D., Skomal, G. B., & Thorrold, S. R. (2018). Integrating archival tag data and a high-resolution oceanographic model to estimate basking shark (Cetorhinus maximus) movements in the western Atlantic. Frontiers in Marine Science, 5, 25 https://hdl.handle.net/1912/23675 doi:10.3389/fmars.2018.00025 Attribution 4.0 International http://creativecommons.org/licenses/by/4.0/ CC-BY WHOI Braun, C. D., Skomal, G. B., & Thorrold, S. R. (2018). Integrating archival tag data and a high-resolution oceanographic model to estimate basking shark (Cetorhinus maximus) movements in the western Atlantic. Frontiers in Marine Science, 5, 25 doi:10.3389/fmars.2018.00025 movement ecology satellite archival telemetry migration mesopelagic oceanographic modeling site fidelity Article 2018 ftwhoas https://doi.org/10.3389/fmars.2018.00025 2019-12-03T20:08:41Z © The Author(s), 2018. This article is distributed under the terms of the Creative Commons Attribution License. The definitive version was published in Braun, C. D., Skomal, G. B., & Thorrold, S. R. (2018). Integrating archival tag data and a high-resolution oceanographic model to estimate basking shark (Cetorhinus maximus) movements in the western Atlantic. Frontiers in Marine Science, 5, (2018):25, doi:10.3389/fmars.2018.00025. Basking shark (Cetorhinus maximus) populations are considered “vulnerable” globally and “endangered” in the northeast Atlantic by the International Union for the Conservation of Nature (IUCN). Much of our knowledge of this species comes from surface observations in coastal waters, yet recent evidence suggests the majority of their lives may be spent in the deep ocean. Depth preferences of basking sharks have significantly limited movement studies that used pop-up satellite archival transmitting (PSAT) tags as conventional light-based geolocation is impossible for tagged animals that spend significant time below the photic zone. We tagged 57 basking sharks with PSAT tags in the NW Atlantic from 2004 to 2011. Many individuals spent several months at meso- and bathy-pelagic depths where accurate light-level geolocation was impossible during fall, winter and spring. We applied a newly-developed geolocation approach for the PSAT data by comparing three-dimensional depth-temperature profile data recorded by the tags to modeled in situ oceanographic data from the high-resolution HYbrid Coordinate Ocean Model (HYCOM). Observation-based likelihoods were leveraged within a state-space hidden Markov model (HMM). The combined tracks revealed that basking sharks moved from waters around Cape Cod, MA to as far as the SE coast of Brazil (20°S), a total distance of over 17,000 km. Moreover, 59% of tagged individuals with sufficient deployment durations (>250 days) demonstrated seasonal fidelity to Cape Cod and the Gulf of Maine, with one individual returning to within 60 km of its tagging location 1 year later. Tagged sharks spent most of their time at epipelagic depths during summer months around Cape Cod and in the Gulf of Maine. During winter months, sharks spent extended periods at depths of at least 600 m while moving south to the Sargasso Sea, the Caribbean Sea, or the western tropical Atlantic. Our work demonstrates the utility of applying advances in oceanographic modeling to understanding habitat use of highly migratory, often meso- and bathy-pelagic, ocean megafauna. The large-scale movement patterns of tagged sharks highlight the need for international cooperation when designing and implementing conservation strategies to ensure that the species recovers from the historical effects of over-fishing throughout the North Atlantic Ocean. We thank B. Galuardi and C. H. Lam for contributing analysis code, and H. Dewar, U. Thygesen and I. Jonsen for valuable feedback on the manuscript. We gratefully acknowledge funding from the US National Science Foundation (OCE 0825148), the National Aeronautics and Space Administration (NNS06AA96G), the Massachusetts Environmental Trust, and the Federal Aid in Sport Fish Restoration Program. Computational support was provided by the AWS Cloud Credits for Research program. CB was funded by the Martin Family Society of Fellows for Sustainability Fellowship at the Massachusetts Institute of Technology, the Grassle Fellowship and Ocean Venture Fund at the Woods Hole Oceanographic Institution, and the NASA Earth and Space Science Fellowship. Funding for the development of HYCOM has been provided by the National Ocean Partnership Program and the Office of Naval Research. Data assimilative products using HYCOM are funded by the U.S. Navy. Computer time for HYCOM was made available by the DoD High Performance Computing Modernization Program. Article in Journal/Newspaper Cetorhinus maximus North Atlantic Northeast Atlantic Woods Hole Scientific Community: WHOAS (Woods Hole Open Access Server) Dewar ENVELOPE(-21.158,-21.158,-80.534,-80.534) Frontiers in Marine Science 5