Disko Bay sea-ice variability: Oceanic and Atmospheric drivers

Climate change impacts the Arctic sea-ice cover and thickness with a related Arctic Amplification and an increased ocean heat transport towards the Arctic. There has been a profound decline of Arctic winter sea-ice extent, exemplified by a gradual reduction in maximum sea-ice extent during March. Di...

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Main Author: King, Dana Margareta
Format: Master Thesis
Language:English
Published: The University of Bergen 2023
Subjects:
Online Access:https://hdl.handle.net/11250/3109662
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spelling ftunivbergen:oai:bora.uib.no:11250/3109662 2024-02-04T09:57:40+01:00 Disko Bay sea-ice variability: Oceanic and Atmospheric drivers King, Dana Margareta 2023-11-20T11:01:18Z application/pdf https://hdl.handle.net/11250/3109662 eng eng The University of Bergen GEOF399 0 MAO ORD 2023 HØST https://hdl.handle.net/11250/3109662 Copyright the Author. All rights reserved 756213 Master thesis 2023 ftunivbergen 2024-01-11T00:08:45Z Climate change impacts the Arctic sea-ice cover and thickness with a related Arctic Amplification and an increased ocean heat transport towards the Arctic. There has been a profound decline of Arctic winter sea-ice extent, exemplified by a gradual reduction in maximum sea-ice extent during March. Disko Bay on the west coast of Greenland is an excellent case study to investigate atmosphere, ocean, and sea-ice variability. The inflowing West Greenland Current influences Disko Bay, and the variability of the inflow appears to be related to the North Atlantic Oscillation. In this thesis, I have investigated the variability of the winter sea-ice concentration in January, February, and March (JFM) from 2003 to 2023 in connection with atmospheric and oceanic forcing. Atmospheric forcing is provided by ERA 5, while hydrographic observations are available for nine years. Two Sea-Ice Concentration (SIC) products of different spatial resolutions are evaluated and used to create a mean SIC time series for Disko Bay. This revealed a pronounced year-to-year variability and a small positive trend in SIC. A random forest model is used to relate daily atmospheric variables to SIC variability. I consider the variables which increase the mean square error of the model performance the most if they were to be removed (\%IncMSE). In addition, a correlation of atmospheric and oceanic parameters to SIC was applied. Correlations between SIC and oceanic forcing were related to determining the presence of cold and fresh Polar Water (PW) ($\theta$ < 1 °C and S $\leq$ 33.7), its thickness and the temperature of the top 50 dbar, T$_{\text{50 dbar}}$, in the water column. For atmospheric forcing, the three most important variables are Sea Surface Temperature (SST), the 2 m Temperature (T2M), and Surface net Latent Heat Flux (SLHF) with an \%IncMSE of $\geq$ 40\% each. Events of high SIC (> 75\%, 2008 and 2012) and low (< 30\%, 2010 and 2011) years were selected, and their variability was further investigated. This revealed that SST, ... Master Thesis Arctic Climate change Disko Bay Greenland North Atlantic North Atlantic oscillation Sea ice University of Bergen: Bergen Open Research Archive (BORA-UiB) Arctic Greenland
institution Open Polar
collection University of Bergen: Bergen Open Research Archive (BORA-UiB)
op_collection_id ftunivbergen
language English
topic 756213
spellingShingle 756213
King, Dana Margareta
Disko Bay sea-ice variability: Oceanic and Atmospheric drivers
topic_facet 756213
description Climate change impacts the Arctic sea-ice cover and thickness with a related Arctic Amplification and an increased ocean heat transport towards the Arctic. There has been a profound decline of Arctic winter sea-ice extent, exemplified by a gradual reduction in maximum sea-ice extent during March. Disko Bay on the west coast of Greenland is an excellent case study to investigate atmosphere, ocean, and sea-ice variability. The inflowing West Greenland Current influences Disko Bay, and the variability of the inflow appears to be related to the North Atlantic Oscillation. In this thesis, I have investigated the variability of the winter sea-ice concentration in January, February, and March (JFM) from 2003 to 2023 in connection with atmospheric and oceanic forcing. Atmospheric forcing is provided by ERA 5, while hydrographic observations are available for nine years. Two Sea-Ice Concentration (SIC) products of different spatial resolutions are evaluated and used to create a mean SIC time series for Disko Bay. This revealed a pronounced year-to-year variability and a small positive trend in SIC. A random forest model is used to relate daily atmospheric variables to SIC variability. I consider the variables which increase the mean square error of the model performance the most if they were to be removed (\%IncMSE). In addition, a correlation of atmospheric and oceanic parameters to SIC was applied. Correlations between SIC and oceanic forcing were related to determining the presence of cold and fresh Polar Water (PW) ($\theta$ < 1 °C and S $\leq$ 33.7), its thickness and the temperature of the top 50 dbar, T$_{\text{50 dbar}}$, in the water column. For atmospheric forcing, the three most important variables are Sea Surface Temperature (SST), the 2 m Temperature (T2M), and Surface net Latent Heat Flux (SLHF) with an \%IncMSE of $\geq$ 40\% each. Events of high SIC (> 75\%, 2008 and 2012) and low (< 30\%, 2010 and 2011) years were selected, and their variability was further investigated. This revealed that SST, ...
format Master Thesis
author King, Dana Margareta
author_facet King, Dana Margareta
author_sort King, Dana Margareta
title Disko Bay sea-ice variability: Oceanic and Atmospheric drivers
title_short Disko Bay sea-ice variability: Oceanic and Atmospheric drivers
title_full Disko Bay sea-ice variability: Oceanic and Atmospheric drivers
title_fullStr Disko Bay sea-ice variability: Oceanic and Atmospheric drivers
title_full_unstemmed Disko Bay sea-ice variability: Oceanic and Atmospheric drivers
title_sort disko bay sea-ice variability: oceanic and atmospheric drivers
publisher The University of Bergen
publishDate 2023
url https://hdl.handle.net/11250/3109662
geographic Arctic
Greenland
geographic_facet Arctic
Greenland
genre Arctic
Climate change
Disko Bay
Greenland
North Atlantic
North Atlantic oscillation
Sea ice
genre_facet Arctic
Climate change
Disko Bay
Greenland
North Atlantic
North Atlantic oscillation
Sea ice
op_relation GEOF399 0 MAO ORD 2023 HØST
https://hdl.handle.net/11250/3109662
op_rights Copyright the Author. All rights reserved
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