Mapping the fugacity of CO2 in the Nordic Seas and the northern North Atlantic Ocean

Self organizing maps (SOMs) have been used to estimate seawater fugacity of CO2 (fCO2) distribution in the Nordic Seas and the northern North Atlantic Ocean for 2005-2007. Four maps were produced for each region using various combinations of the parameters MLD, SST, CHL and SSS to train the SOM. The...

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Bibliographic Details
Main Author: Kvæstad, Elise
Format: Master Thesis
Language:Norwegian Bokmål
Published: The University of Bergen 2013
Subjects:
Online Access:https://hdl.handle.net/1956/7690
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spelling ftunivbergen:oai:bora.uib.no:1956/7690 2023-05-15T16:29:46+02:00 Mapping the fugacity of CO2 in the Nordic Seas and the northern North Atlantic Ocean Kvæstad, Elise 2013-12-20 13326149 bytes application/pdf https://hdl.handle.net/1956/7690 nob nob The University of Bergen https://hdl.handle.net/1956/7690 Copyright the author. All rights reserved Self organizing map 756213 Master thesis 2013 ftunivbergen 2023-03-14T17:40:53Z Self organizing maps (SOMs) have been used to estimate seawater fugacity of CO2 (fCO2) distribution in the Nordic Seas and the northern North Atlantic Ocean for 2005-2007. Four maps were produced for each region using various combinations of the parameters MLD, SST, CHL and SSS to train the SOM. The combination of MLD+SST gave the most realistic fCO2 map for all the basins, which was surprising as one would expect that more input parameters would generate more realistic maps. SOMs were estimated in the northern North Atlantic Ocean and the Nordic Seas, the northern North Atlantic Ocean, and the Nordic Seas. The SOMs for the Nordic Seas were also merged with the SOMs for the northern North Atlantic Ocean, which generated better results than the SOM for the whole study area. The merged SOMs had minimal issues with discontinuity. All the SOMs generated incorrect fCO2 values for the deepest mixed layer depths in the Greenland Sea. A theory is that this may be the result of an artifact in the training dataset. This illustrate the importance of having a broad data coverage when using the SOM technique. The most optimal SOM for the Nordic Seas provided realistic estimates of fCO2 distribution. This SOM had an uncertainty of 12.5 uatm, which is close to the LSCOP target of 10.8 uatm for estimation of net fCO2 flux for the Northern North Atlantic. Master i Meteorologi og oseanografi MAMN-GEOF GEOF399 Master Thesis Greenland Greenland Sea Nordic Seas North Atlantic University of Bergen: Bergen Open Research Archive (BORA-UiB) Greenland
institution Open Polar
collection University of Bergen: Bergen Open Research Archive (BORA-UiB)
op_collection_id ftunivbergen
language Norwegian Bokmål
topic Self organizing map
756213
spellingShingle Self organizing map
756213
Kvæstad, Elise
Mapping the fugacity of CO2 in the Nordic Seas and the northern North Atlantic Ocean
topic_facet Self organizing map
756213
description Self organizing maps (SOMs) have been used to estimate seawater fugacity of CO2 (fCO2) distribution in the Nordic Seas and the northern North Atlantic Ocean for 2005-2007. Four maps were produced for each region using various combinations of the parameters MLD, SST, CHL and SSS to train the SOM. The combination of MLD+SST gave the most realistic fCO2 map for all the basins, which was surprising as one would expect that more input parameters would generate more realistic maps. SOMs were estimated in the northern North Atlantic Ocean and the Nordic Seas, the northern North Atlantic Ocean, and the Nordic Seas. The SOMs for the Nordic Seas were also merged with the SOMs for the northern North Atlantic Ocean, which generated better results than the SOM for the whole study area. The merged SOMs had minimal issues with discontinuity. All the SOMs generated incorrect fCO2 values for the deepest mixed layer depths in the Greenland Sea. A theory is that this may be the result of an artifact in the training dataset. This illustrate the importance of having a broad data coverage when using the SOM technique. The most optimal SOM for the Nordic Seas provided realistic estimates of fCO2 distribution. This SOM had an uncertainty of 12.5 uatm, which is close to the LSCOP target of 10.8 uatm for estimation of net fCO2 flux for the Northern North Atlantic. Master i Meteorologi og oseanografi MAMN-GEOF GEOF399
format Master Thesis
author Kvæstad, Elise
author_facet Kvæstad, Elise
author_sort Kvæstad, Elise
title Mapping the fugacity of CO2 in the Nordic Seas and the northern North Atlantic Ocean
title_short Mapping the fugacity of CO2 in the Nordic Seas and the northern North Atlantic Ocean
title_full Mapping the fugacity of CO2 in the Nordic Seas and the northern North Atlantic Ocean
title_fullStr Mapping the fugacity of CO2 in the Nordic Seas and the northern North Atlantic Ocean
title_full_unstemmed Mapping the fugacity of CO2 in the Nordic Seas and the northern North Atlantic Ocean
title_sort mapping the fugacity of co2 in the nordic seas and the northern north atlantic ocean
publisher The University of Bergen
publishDate 2013
url https://hdl.handle.net/1956/7690
geographic Greenland
geographic_facet Greenland
genre Greenland
Greenland Sea
Nordic Seas
North Atlantic
genre_facet Greenland
Greenland Sea
Nordic Seas
North Atlantic
op_relation https://hdl.handle.net/1956/7690
op_rights Copyright the author. All rights reserved
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