Big data analyses reveal patterns and drivers of the movements of southern elephant seals
Identifieur interne : 001105 ( Main/Exploration ); précédent : 001104; suivant : 001106Big data analyses reveal patterns and drivers of the movements of southern elephant seals
Auteurs : Jorge P. Rodríguez [Espagne] ; Juan Fernández-Gracia [États-Unis] ; Michele Thums ; Mark A. Hindell ; Ana M. M. Sequeira ; Mark G. Meekan ; Daniel P. Costa [États-Unis] ; Christophe Guinet [France] ; Robert G. Harcourt ; Clive R. Mcmahon ; Monica Muelbert ; Carlos M. Duarte [Arabie saoudite] ; Víctor M. Eguíluz [Espagne]Source :
- Scientific Reports [ 2045-2322 ] ; 2017.
Abstract
The growing number of large databases of animal tracking provides an opportunity for analyses of movement patterns at the scales of populations and even species. We used analytical approaches, developed to cope with “big data”, that require no ‘
Url:
DOI: 10.1038/s41598-017-00165-0
PubMed: 28273915
PubMed Central: 5427936
Affiliations:
- Arabie saoudite, Espagne, France, États-Unis
- Californie, Massachusetts, Poitou-Charentes
- La Rochelle
- Université de La Rochelle
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Harcourt</name><affiliation><nlm:aff id="Aff8"><institution-wrap><institution-id institution-id-type="ISNI">0000 0001 2158 5405</institution-id><institution-id institution-id-type="GRID">grid.1004.5</institution-id><institution>Department of Biological Sciences,</institution><institution>Macquarie University,</institution></institution-wrap>Sydney, New South Wales 2109 Australia</nlm:aff><wicri:noCountry code="subfield">New South Wales 2109 Australia</wicri:noCountry></affiliation></author><author><name sortKey="Mcmahon, Clive R" sort="Mcmahon, Clive R" uniqKey="Mcmahon C" first="Clive R." last="Mcmahon">Clive R. Mcmahon</name><affiliation><nlm:aff id="Aff9">Sydney Institute of Marine Science, 19 Chowder Bay Road, Mosman, New South Wales 2088 Australia</nlm:aff><wicri:noCountry code="subfield">New South Wales 2088 Australia</wicri:noCountry></affiliation></author><author><name sortKey="Muelbert, Monica" sort="Muelbert, Monica" uniqKey="Muelbert M" first="Monica" last="Muelbert">Monica Muelbert</name><affiliation><nlm:aff id="Aff10">Instituto de Oceanografia, Caixa Postal 474, 96201-900 Rio Grande, RS Brazil</nlm:aff><wicri:noCountry code="subfield">RS Brazil</wicri:noCountry></affiliation></author><author><name sortKey="Duarte, Carlos M" sort="Duarte, Carlos M" uniqKey="Duarte C" first="Carlos M." last="Duarte">Carlos M. Duarte</name><affiliation wicri:level="1"><nlm:aff id="Aff11"><institution-wrap><institution-id institution-id-type="ISNI">0000 0001 1926 5090</institution-id><institution-id institution-id-type="GRID">grid.45672.32</institution-id><institution>Red Sea Research Center (RSRC),</institution><institution>King Abdullah University of Science and Technology (KAUST),</institution></institution-wrap>Thuwal, 23955-6900 Saudi Arabia</nlm:aff><country xml:lang="fr">Arabie saoudite</country><wicri:regionArea>Thuwal</wicri:regionArea></affiliation></author><author><name sortKey="Eguiluz, Victor M" sort="Eguiluz, Victor M" uniqKey="Eguiluz V" first="Víctor M." last="Eguíluz">Víctor M. Eguíluz</name><affiliation wicri:level="1"><nlm:aff id="Aff1">Instituto de Física Interdisciplinar y Sistemas Complejos IFISC (CSIC-UIB), E07122 Palma de Mallorca, Spain</nlm:aff><country xml:lang="fr">Espagne</country><wicri:regionArea>Instituto de Física Interdisciplinar y Sistemas Complejos IFISC (CSIC-UIB), E07122 Palma de Mallorca</wicri:regionArea><wicri:noRegion>E07122 Palma de Mallorca</wicri:noRegion></affiliation></author></analytic><series><title level="j">Scientific Reports</title><idno type="eISSN">2045-2322</idno><imprint><date when="2017">2017</date></imprint></series></biblStruct></sourceDesc></fileDesc><profileDesc><textClass></textClass></profileDesc></teiHeader><front><div type="abstract" xml:lang="en"><p>The growing number of large databases of animal tracking provides an opportunity for analyses of movement patterns at the scales of populations and even species. We used analytical approaches, developed to cope with “big data”, that require no ‘<italic>a priori’</italic> assumptions about the behaviour of the target agents, to analyse a pooled tracking dataset of 272 elephant seals (<italic>Mirounga leonina</italic>) in the Southern Ocean, that was comprised of >500,000 location estimates collected over more than a decade. Our analyses showed that the displacements of these seals were described by a truncated power law distribution across several spatial and temporal scales, with a clear signature of directed movement. This pattern was evident when analysing the aggregated tracks despite a wide diversity of individual trajectories. We also identified marine provinces that described the migratory and foraging habitats of these seals. Our analysis provides evidence for the presence of intrinsic drivers of movement, such as memory, that cannot be detected using common models of movement behaviour. These results highlight the potential for “big data” techniques to provide new insights into movement behaviour when applied to large datasets of animal tracking.</p></div></front><back><div1 type="bibliography"><listBibl><biblStruct><analytic><author><name sortKey="Hays, Gc" uniqKey="Hays G">GC Hays</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Block, Ba" uniqKey="Block B">BA Block</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Raymond, B" uniqKey="Raymond B">B Raymond</name></author></analytic></biblStruct><biblStruct></biblStruct><biblStruct></biblStruct><biblStruct></biblStruct><biblStruct><analytic><author><name sortKey="Humphries, Ne" uniqKey="Humphries N">NE Humphries</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Humphries, Ne" uniqKey="Humphries N">NE Humphries</name></author><author><name sortKey="Weimerskirch, H" uniqKey="Weimerskirch H">H 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Hunter</name></author></analytic></biblStruct></listBibl></div1></back></TEI><affiliations><list><country><li>Arabie saoudite</li><li>Espagne</li><li>France</li><li>États-Unis</li></country><region><li>Californie</li><li>Massachusetts</li><li>Poitou-Charentes</li></region><settlement><li>La Rochelle</li></settlement><orgName><li>Université de La Rochelle</li></orgName></list><tree><noCountry><name sortKey="Harcourt, Robert G" sort="Harcourt, Robert G" uniqKey="Harcourt R" first="Robert G." last="Harcourt">Robert G. Harcourt</name><name sortKey="Hindell, Mark A" sort="Hindell, Mark A" uniqKey="Hindell M" first="Mark A." last="Hindell">Mark A. Hindell</name><name sortKey="Mcmahon, Clive R" sort="Mcmahon, Clive R" uniqKey="Mcmahon C" first="Clive R." last="Mcmahon">Clive R. Mcmahon</name><name sortKey="Meekan, Mark G" sort="Meekan, Mark G" uniqKey="Meekan M" first="Mark G." last="Meekan">Mark G. Meekan</name><name sortKey="Muelbert, Monica" sort="Muelbert, Monica" uniqKey="Muelbert M" first="Monica" last="Muelbert">Monica Muelbert</name><name sortKey="Sequeira, Ana M M" sort="Sequeira, Ana M M" uniqKey="Sequeira A" first="Ana M. M." last="Sequeira">Ana M. M. Sequeira</name><name sortKey="Thums, Michele" sort="Thums, Michele" uniqKey="Thums M" first="Michele" last="Thums">Michele Thums</name></noCountry><country name="Espagne"><noRegion><name sortKey="Rodriguez, Jorge P" sort="Rodriguez, Jorge P" uniqKey="Rodriguez J" first="Jorge P." last="Rodríguez">Jorge P. Rodríguez</name></noRegion><name sortKey="Eguiluz, Victor M" sort="Eguiluz, Victor M" uniqKey="Eguiluz V" first="Víctor M." last="Eguíluz">Víctor M. Eguíluz</name></country><country name="États-Unis"><region name="Massachusetts"><name sortKey="Fernandez Gracia, Juan" sort="Fernandez Gracia, Juan" uniqKey="Fernandez Gracia J" first="Juan" last="Fernández-Gracia">Juan Fernández-Gracia</name></region><name sortKey="Costa, Daniel P" sort="Costa, Daniel P" uniqKey="Costa D" first="Daniel P." last="Costa">Daniel P. Costa</name></country><country name="France"><region name="Poitou-Charentes"><name sortKey="Guinet, Christophe" sort="Guinet, Christophe" uniqKey="Guinet C" first="Christophe" last="Guinet">Christophe Guinet</name></region></country><country name="Arabie saoudite"><noRegion><name sortKey="Duarte, Carlos M" sort="Duarte, Carlos M" uniqKey="Duarte C" first="Carlos M." last="Duarte">Carlos M. 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