An optimized ensemble sensitivity climatology of Mediterranean intense cyclones

A new approach was recently proposed to compute climatological statistical sensitivities. It was applied on an already available classification of Mediterranean intense cyclones. However, those sensitivity results are questionable due to the limited homogeneity of some cyclone classes, which severel...

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Main Authors: L. Garcies, V. Homar
Format: Article
Language:English
Published: Copernicus Publications 2010-12-01
Series:Natural Hazards and Earth System Sciences
Online Access:http://www.nat-hazards-earth-syst-sci.net/10/2441/2010/nhess-10-2441-2010.pdf
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author L. Garcies
V. Homar
author_facet L. Garcies
V. Homar
author_sort L. Garcies
collection DOAJ
description A new approach was recently proposed to compute climatological statistical sensitivities. It was applied on an already available classification of Mediterranean intense cyclones. However, those sensitivity results are questionable due to the limited homogeneity of some cyclone classes, which severely hampers the application of the statistical sensitivity analysis technique. In this study, a new classification of Mediterranean intense cyclones is built with the aim of improving the reliability of the final climatological sensitivity results. In addition to implementing a regional classification and a subsequent division according to the preceding conditions that lead to cyclone formation, a cluster pruning is applied to maximize the homogeneity of the classes. The increased cluster homogeneity and the higher significance of the obtained sensitivity estimates are quantified. Furthermore, the improved representativeness of the sensitivity fields derived after cluster pruning is tested and compared to previous results by means of numerical experiments. Eventually, summary sensitivity fields highlight the European Atlantic coasts, central and western Europe, the central and western Mediterranean basin and north african lands as sensitive regions for the evolution of these Mediterranean high-impact systems. Although some outstanding improvements are confirmed in this study, a further verification experiments are needed to objectively verify the sensitivity results and build solid confidence on the method.
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spelling doaj.art-fbffe4926b4c4917adc8f9429f4cb7102022-12-22T00:25:21ZengCopernicus PublicationsNatural Hazards and Earth System Sciences1561-86331684-99812010-12-0110122441245010.5194/nhess-10-2441-2010An optimized ensemble sensitivity climatology of Mediterranean intense cyclonesL. GarciesV. HomarA new approach was recently proposed to compute climatological statistical sensitivities. It was applied on an already available classification of Mediterranean intense cyclones. However, those sensitivity results are questionable due to the limited homogeneity of some cyclone classes, which severely hampers the application of the statistical sensitivity analysis technique. In this study, a new classification of Mediterranean intense cyclones is built with the aim of improving the reliability of the final climatological sensitivity results. In addition to implementing a regional classification and a subsequent division according to the preceding conditions that lead to cyclone formation, a cluster pruning is applied to maximize the homogeneity of the classes. The increased cluster homogeneity and the higher significance of the obtained sensitivity estimates are quantified. Furthermore, the improved representativeness of the sensitivity fields derived after cluster pruning is tested and compared to previous results by means of numerical experiments. Eventually, summary sensitivity fields highlight the European Atlantic coasts, central and western Europe, the central and western Mediterranean basin and north african lands as sensitive regions for the evolution of these Mediterranean high-impact systems. Although some outstanding improvements are confirmed in this study, a further verification experiments are needed to objectively verify the sensitivity results and build solid confidence on the method.http://www.nat-hazards-earth-syst-sci.net/10/2441/2010/nhess-10-2441-2010.pdf
spellingShingle L. Garcies
V. Homar
An optimized ensemble sensitivity climatology of Mediterranean intense cyclones
Natural Hazards and Earth System Sciences
title An optimized ensemble sensitivity climatology of Mediterranean intense cyclones
title_full An optimized ensemble sensitivity climatology of Mediterranean intense cyclones
title_fullStr An optimized ensemble sensitivity climatology of Mediterranean intense cyclones
title_full_unstemmed An optimized ensemble sensitivity climatology of Mediterranean intense cyclones
title_short An optimized ensemble sensitivity climatology of Mediterranean intense cyclones
title_sort optimized ensemble sensitivity climatology of mediterranean intense cyclones
url http://www.nat-hazards-earth-syst-sci.net/10/2441/2010/nhess-10-2441-2010.pdf
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