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dc.contributor.authorBoehme, Lars
dc.contributor.authorRosso, Isabella
dc.date.accessioned2021-03-09T15:30:08Z
dc.date.available2021-03-09T15:30:08Z
dc.date.issued2021-03-16
dc.identifier.citationBoehme , L & Rosso , I 2021 , ' Classifying oceanographic structures in the Amundsen Sea, Antarctica ' , Geophysical Research Letters , vol. 48 , no. 5 , e2020GL089412 . https://doi.org/10.1029/2020GL089412en
dc.identifier.issn0094-8276
dc.identifier.otherPURE: 268565702
dc.identifier.otherPURE UUID: e3d1e130-59bb-4330-9bdc-3abfb4adcaf1
dc.identifier.otherScopus: 85102511016
dc.identifier.otherWOS: 000627892100048
dc.identifier.urihttps://hdl.handle.net/10023/21573
dc.descriptionFunding: The TARSAN project was funded by the U.S. National Science Foundation, Office of Polar Programs (Grant #1738992) and the UK Natural Environment Research Council (NERC, NE/S006591/1). I.R. was supported by the National Science Foundation’s Southern Ocean Carbon and Climate Observations and Modeling SOCCOM) project under NSF Award PLR-1425989, with additional support from NOAA and NASA.en
dc.description.abstractThe remote and often ice‐covered Amundsen Sea Embayment in Antarctica is important for transporting relatively warm modified Circumpolar Deep Water (mCDW) to the Western Antarctic Ice Sheet, potentially accelerating its thinning and contribution to sea level rise. To investigate potential pathways and variability of mCDW, 3809 CTD profiles (instrumented seal and ship‐based data) are classified using a machine learning approach (Profile Classification Model). Five vertical regimes are identified, and areas of larger variability highlighted. Three spatial regimes are captured: Off‐Shelf, Eastern and Central Troughs. The on‐shelf profiles further show a separation between cold and warm modes. The variability is higher north of Burke Island and at the southern end of the Eastern Trough, which reflects the convergence of different mCDW pathways between the Eastern and the Central Trough. Finally, a clear but variable clockwise circulation is identified in Pine Island Bay.
dc.language.isoeng
dc.relation.ispartofGeophysical Research Lettersen
dc.rightsCopyright © 2021. The Authors. This is an open access article under the terms of the Creative Commons Attribution License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.en
dc.subjectAmundsen Seaen
dc.subjectPine Island glacieren
dc.subjectCircumpolar deep wateren
dc.subjectMachine learningen
dc.subjectUnsupervised clusteringen
dc.subjectThwaites glacieren
dc.subjectGE Environmental Sciencesen
dc.subjectGC Oceanographyen
dc.subject3rd-DASen
dc.subject.lccGEen
dc.subject.lccGCen
dc.titleClassifying oceanographic structures in the Amundsen Sea, Antarcticaen
dc.typeJournal articleen
dc.contributor.sponsorNERCen
dc.description.versionPublisher PDFen
dc.contributor.institutionUniversity of St Andrews. Sea Mammal Research Uniten
dc.contributor.institutionUniversity of St Andrews. Marine Alliance for Science & Technology Scotlanden
dc.contributor.institutionUniversity of St Andrews. Scottish Oceans Instituteen
dc.contributor.institutionUniversity of St Andrews. School of Biologyen
dc.identifier.doihttps://doi.org/10.1029/2020GL089412
dc.description.statusPeer revieweden
dc.identifier.grantnumberNE/S006591/1en


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