Polar low trajectories in the Nordic Seas 1999-2013: a statistical analysis using kernel density methods

Polar lows are mesoscale cyclones of high intensity, frequently occurring in the Nordic Seas during the winter season. They usually form in baroclinic zones, for instance in regions near ice edges, and they are often maintained by organized convection. Polar lows are characterized by severe weather...

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Main Author: Kvammen, Ylva Kirsten
Format: Master Thesis
Language:English
Published: UiT The Arctic University of Norway 2014
Subjects:
Online Access:https://hdl.handle.net/10037/6501
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record_format openpolar
spelling ftunivtroemsoe:oai:munin.uit.no:10037/6501 2023-05-15T15:19:26+02:00 Polar low trajectories in the Nordic Seas 1999-2013: a statistical analysis using kernel density methods Kvammen, Ylva Kirsten 2014-06-02 https://hdl.handle.net/10037/6501 eng eng UiT The Arctic University of Norway UiT Norges arktiske universitet https://hdl.handle.net/10037/6501 URN:NBN:no-uit_munin_6104 openAccess Copyright 2014 The Author(s) VDP::Mathematics and natural science: 400::Physics: 430 polar lows kernel density estimation clustering analysis Nordic Seas trajectories VDP::Matematikk og Naturvitenskap: 400::Fysikk: 430 EOM-3901 Master thesis Mastergradsoppgave 2014 ftunivtroemsoe 2021-06-25T17:53:58Z Polar lows are mesoscale cyclones of high intensity, frequently occurring in the Nordic Seas during the winter season. They usually form in baroclinic zones, for instance in regions near ice edges, and they are often maintained by organized convection. Polar lows are characterized by severe weather conditions like heavy snowfall, strong winds, icing and large sea waves. In addition to forecasting complexity, polar lows thus represent potentially hazardous conditions for marine installations, ships and coastal communities. In this thesis, we carried out a statistical analysis of polar low trajectories in the Nordic Seas during 1999-2013 by the use of kernel density estimation as the main method. This method provides smoothed estimates of the probability density function of the data, and the degree of smoothing can be adjusted by the choice of a bandwidth parameter. Our density estimates gave an accurate representation of the space-time distribution of polar lows trajectories, and displayed the main concentration located in coastal/marine areas close to Lofoten and Vesterålen. By segmenting the data set into time intervals, the main maximum was seen to shift spatially with time, displaying the space-time distribution as highly dynamic. A temporal shift in the densities towards the Barents Sea was proposed to be connected to climate change. Polar low formation and development was found to correlate well spatially with the Norwegian Atlantic Current and its branches in the Nordic Seas. By investigating large scale wind flow, it was found that polar lows formed mainly within a northerly flow in the Norwegian Sea, and a north-easterly flow in the Barents Sea. We connected the combination of increased sea surface temperatures and cold air outbreaks from the Arctic which leads to a decrease in static stability, which in turn promotes favourable conditions for polar low formation and development. Polar low dissipation was found to relate well with systems being steered across land or sea ice, being deprived of their main energy source. A secondary analysis was made based on curve clustering of the polar low trajectories. This revealed how trajectories vary with regards to length, propagation direction and degree of curvature. Our results confirmed previous research on these characteristics connected to the distribution of genesis locations. Master Thesis Arctic Barents Sea Climate change Lofoten Nordic Seas Norwegian Sea Sea ice Vesterålen University of Tromsø: Munin Open Research Archive Arctic Barents Sea Norwegian Sea Lofoten Vesterålen ENVELOPE(14.939,14.939,68.754,68.754)
institution Open Polar
collection University of Tromsø: Munin Open Research Archive
op_collection_id ftunivtroemsoe
language English
topic VDP::Mathematics and natural science: 400::Physics: 430
polar lows
kernel density estimation
clustering analysis
Nordic Seas
trajectories
VDP::Matematikk og Naturvitenskap: 400::Fysikk: 430
EOM-3901
spellingShingle VDP::Mathematics and natural science: 400::Physics: 430
polar lows
kernel density estimation
clustering analysis
Nordic Seas
trajectories
VDP::Matematikk og Naturvitenskap: 400::Fysikk: 430
EOM-3901
Kvammen, Ylva Kirsten
Polar low trajectories in the Nordic Seas 1999-2013: a statistical analysis using kernel density methods
topic_facet VDP::Mathematics and natural science: 400::Physics: 430
polar lows
kernel density estimation
clustering analysis
Nordic Seas
trajectories
VDP::Matematikk og Naturvitenskap: 400::Fysikk: 430
EOM-3901
description Polar lows are mesoscale cyclones of high intensity, frequently occurring in the Nordic Seas during the winter season. They usually form in baroclinic zones, for instance in regions near ice edges, and they are often maintained by organized convection. Polar lows are characterized by severe weather conditions like heavy snowfall, strong winds, icing and large sea waves. In addition to forecasting complexity, polar lows thus represent potentially hazardous conditions for marine installations, ships and coastal communities. In this thesis, we carried out a statistical analysis of polar low trajectories in the Nordic Seas during 1999-2013 by the use of kernel density estimation as the main method. This method provides smoothed estimates of the probability density function of the data, and the degree of smoothing can be adjusted by the choice of a bandwidth parameter. Our density estimates gave an accurate representation of the space-time distribution of polar lows trajectories, and displayed the main concentration located in coastal/marine areas close to Lofoten and Vesterålen. By segmenting the data set into time intervals, the main maximum was seen to shift spatially with time, displaying the space-time distribution as highly dynamic. A temporal shift in the densities towards the Barents Sea was proposed to be connected to climate change. Polar low formation and development was found to correlate well spatially with the Norwegian Atlantic Current and its branches in the Nordic Seas. By investigating large scale wind flow, it was found that polar lows formed mainly within a northerly flow in the Norwegian Sea, and a north-easterly flow in the Barents Sea. We connected the combination of increased sea surface temperatures and cold air outbreaks from the Arctic which leads to a decrease in static stability, which in turn promotes favourable conditions for polar low formation and development. Polar low dissipation was found to relate well with systems being steered across land or sea ice, being deprived of their main energy source. A secondary analysis was made based on curve clustering of the polar low trajectories. This revealed how trajectories vary with regards to length, propagation direction and degree of curvature. Our results confirmed previous research on these characteristics connected to the distribution of genesis locations.
format Master Thesis
author Kvammen, Ylva Kirsten
author_facet Kvammen, Ylva Kirsten
author_sort Kvammen, Ylva Kirsten
title Polar low trajectories in the Nordic Seas 1999-2013: a statistical analysis using kernel density methods
title_short Polar low trajectories in the Nordic Seas 1999-2013: a statistical analysis using kernel density methods
title_full Polar low trajectories in the Nordic Seas 1999-2013: a statistical analysis using kernel density methods
title_fullStr Polar low trajectories in the Nordic Seas 1999-2013: a statistical analysis using kernel density methods
title_full_unstemmed Polar low trajectories in the Nordic Seas 1999-2013: a statistical analysis using kernel density methods
title_sort polar low trajectories in the nordic seas 1999-2013: a statistical analysis using kernel density methods
publisher UiT The Arctic University of Norway
publishDate 2014
url https://hdl.handle.net/10037/6501
long_lat ENVELOPE(14.939,14.939,68.754,68.754)
geographic Arctic
Barents Sea
Norwegian Sea
Lofoten
Vesterålen
geographic_facet Arctic
Barents Sea
Norwegian Sea
Lofoten
Vesterålen
genre Arctic
Barents Sea
Climate change
Lofoten
Nordic Seas
Norwegian Sea
Sea ice
Vesterålen
genre_facet Arctic
Barents Sea
Climate change
Lofoten
Nordic Seas
Norwegian Sea
Sea ice
Vesterålen
op_relation https://hdl.handle.net/10037/6501
URN:NBN:no-uit_munin_6104
op_rights openAccess
Copyright 2014 The Author(s)
_version_ 1766349613720141824