Unraveling the thermohaline structure of the Southern Ocean using functional data analysis

The Southern Ocean connects the Indian, Pacific and Atlantic Oceans and provides a direct pathway to exchange mass, heat and salt across the Global Ocean, therefore playing an important role in the global climate system. Due to the complexity of its structure and the general inadequacy of its sampli...

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Main Author: Pauthenet, Etienne
Format: Doctoral or Postdoctoral Thesis
Language:English
Published: Stockholms universitet, Meteorologiska institutionen (MISU) 2018
Subjects:
Online Access:http://urn.kb.se/resolve?urn=urn:nbn:se:su:diva-161034
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spelling ftstockholmuniv:oai:DiVA.org:su-161034 2023-05-15T13:56:08+02:00 Unraveling the thermohaline structure of the Southern Ocean using functional data analysis Pauthenet, Etienne 2018 application/pdf http://urn.kb.se/resolve?urn=urn:nbn:se:su:diva-161034 eng eng Stockholms universitet, Meteorologiska institutionen (MISU) Stockholm : Department of Meteorology, Stockholm University orcid:0000-0002-0531-3810 http://urn.kb.se/resolve?urn=urn:nbn:se:su:diva-161034 urn:isbn:978-91-7797-496-3 urn:isbn:978-91-7797-497-0 info:eu-repo/semantics/openAccess Southern Ocean Front Water mass Antarctic Polar Front Descriptive Physical Oceanography Functional Principal Component Analysis Elephant Seal Biologging Oceanography Hydrology and Water Resources Oceanografi hydrologi och vattenresurser Doctoral thesis, comprehensive summary info:eu-repo/semantics/doctoralThesis text 2018 ftstockholmuniv 2023-02-23T21:42:57Z The Southern Ocean connects the Indian, Pacific and Atlantic Oceans and provides a direct pathway to exchange mass, heat and salt across the Global Ocean, therefore playing an important role in the global climate system. Due to the complexity of its structure and the general inadequacy of its sampling, both in time and space, it remains a challenge to describe and visualize the three dimensional pattern of its circulation and the associated tracer distribution (temperature, salinity, oxygen or nutrients). This thesis contributes to the understanding of the thermohaline structure of the ocean and especially of the remote Southern Ocean by introducing a novel decomposition method, the Functional Principal Component Analysis applied on vertical profiles of temperature and salinity. To this end, we first normalize hydrographic profiles by using a functional spline representation. Then the statistical method of dimension reduction and feature extraction reveals the main spatial patterns of the temperature and salinity variations. The first two vertical modes contribute to 90% of the combined variance and are related to very robust structures of the Global Ocean. The first mode is mainly controlled by temperature and the second by salinity. In the Southern Ocean, the vertical modes present circumpolar patterns that can be closely related to the stratification regimes that define the circumpolar fronts. Notably the Polar Front is located at the natural boundary between the region controlled by the first (thermal) mode to the north and the second (haline) mode to the south. A mapping of the fundamental zonation is provided with an estimate of the width of the water mass boundaries. As a validation of this method, the Antarctic Polar Front is investigated further in the Indian sector using the same statistical framework. We show that the Polar Front latitudinal position varies seasonally upstream of the Kerguelen Plateau. This meandering is confirmed by hydrographic data gathered by elephant seals equipped with ... Doctoral or Postdoctoral Thesis Antarc* Antarctic Elephant Seal Elephant Seals Southern Ocean Stockholm University: Publications (DiVA) Antarctic Indian Kerguelen Pacific Southern Ocean The Antarctic
institution Open Polar
collection Stockholm University: Publications (DiVA)
op_collection_id ftstockholmuniv
language English
topic Southern Ocean
Front
Water mass
Antarctic Polar Front
Descriptive Physical Oceanography
Functional Principal Component Analysis
Elephant Seal
Biologging
Oceanography
Hydrology and Water Resources
Oceanografi
hydrologi och vattenresurser
spellingShingle Southern Ocean
Front
Water mass
Antarctic Polar Front
Descriptive Physical Oceanography
Functional Principal Component Analysis
Elephant Seal
Biologging
Oceanography
Hydrology and Water Resources
Oceanografi
hydrologi och vattenresurser
Pauthenet, Etienne
Unraveling the thermohaline structure of the Southern Ocean using functional data analysis
topic_facet Southern Ocean
Front
Water mass
Antarctic Polar Front
Descriptive Physical Oceanography
Functional Principal Component Analysis
Elephant Seal
Biologging
Oceanography
Hydrology and Water Resources
Oceanografi
hydrologi och vattenresurser
description The Southern Ocean connects the Indian, Pacific and Atlantic Oceans and provides a direct pathway to exchange mass, heat and salt across the Global Ocean, therefore playing an important role in the global climate system. Due to the complexity of its structure and the general inadequacy of its sampling, both in time and space, it remains a challenge to describe and visualize the three dimensional pattern of its circulation and the associated tracer distribution (temperature, salinity, oxygen or nutrients). This thesis contributes to the understanding of the thermohaline structure of the ocean and especially of the remote Southern Ocean by introducing a novel decomposition method, the Functional Principal Component Analysis applied on vertical profiles of temperature and salinity. To this end, we first normalize hydrographic profiles by using a functional spline representation. Then the statistical method of dimension reduction and feature extraction reveals the main spatial patterns of the temperature and salinity variations. The first two vertical modes contribute to 90% of the combined variance and are related to very robust structures of the Global Ocean. The first mode is mainly controlled by temperature and the second by salinity. In the Southern Ocean, the vertical modes present circumpolar patterns that can be closely related to the stratification regimes that define the circumpolar fronts. Notably the Polar Front is located at the natural boundary between the region controlled by the first (thermal) mode to the north and the second (haline) mode to the south. A mapping of the fundamental zonation is provided with an estimate of the width of the water mass boundaries. As a validation of this method, the Antarctic Polar Front is investigated further in the Indian sector using the same statistical framework. We show that the Polar Front latitudinal position varies seasonally upstream of the Kerguelen Plateau. This meandering is confirmed by hydrographic data gathered by elephant seals equipped with ...
format Doctoral or Postdoctoral Thesis
author Pauthenet, Etienne
author_facet Pauthenet, Etienne
author_sort Pauthenet, Etienne
title Unraveling the thermohaline structure of the Southern Ocean using functional data analysis
title_short Unraveling the thermohaline structure of the Southern Ocean using functional data analysis
title_full Unraveling the thermohaline structure of the Southern Ocean using functional data analysis
title_fullStr Unraveling the thermohaline structure of the Southern Ocean using functional data analysis
title_full_unstemmed Unraveling the thermohaline structure of the Southern Ocean using functional data analysis
title_sort unraveling the thermohaline structure of the southern ocean using functional data analysis
publisher Stockholms universitet, Meteorologiska institutionen (MISU)
publishDate 2018
url http://urn.kb.se/resolve?urn=urn:nbn:se:su:diva-161034
geographic Antarctic
Indian
Kerguelen
Pacific
Southern Ocean
The Antarctic
geographic_facet Antarctic
Indian
Kerguelen
Pacific
Southern Ocean
The Antarctic
genre Antarc*
Antarctic
Elephant Seal
Elephant Seals
Southern Ocean
genre_facet Antarc*
Antarctic
Elephant Seal
Elephant Seals
Southern Ocean
op_relation orcid:0000-0002-0531-3810
http://urn.kb.se/resolve?urn=urn:nbn:se:su:diva-161034
urn:isbn:978-91-7797-496-3
urn:isbn:978-91-7797-497-0
op_rights info:eu-repo/semantics/openAccess
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