Cost733cat-A database of weather and circulation type classifications

被引:305
作者
Philipp, Andreas [1 ]
Bartholy, Judit [2 ]
Beck, Christoph [1 ]
Erpicum, Michel [3 ]
Esteban, Pere [4 ]
Fettweis, Xavier [3 ]
Huth, Radan [5 ]
James, Paul [6 ]
Jourdain, Sylvie [7 ]
Kreienkamp, Frank [8 ]
Krennert, Thomas [9 ]
Lykoudis, Spyros [10 ]
Michalides, Silas C. [11 ]
Pianko-Kluczynska, Krystyna [12 ]
Post, Piia [13 ]
Rasilla Alvarez, Domingo [14 ]
Schiemann, Reinhard [15 ]
Spekat, Arne [8 ]
Tymvios, Filippos S. [11 ]
机构
[1] Univ Augsburg, D-8900 Augsburg, Germany
[2] Eotvos Lorand Univ, Budapest, Hungary
[3] Univ Liege, B-4000 Liege, Belgium
[4] Univ Barcelona, Grp Climatol, E-08007 Barcelona, Spain
[5] Inst Atmospher Phys, Prague, Czech Republic
[6] Metoffice, Exeter, Devon, England
[7] Meteo France, Toulouse, France
[8] Climate & Environm Consulting Potsdam GmbH, Potsdam, Germany
[9] Zent Anstalt Meteorol & Geodynam, Vienna, Austria
[10] Natl Observ Athens, Inst Environm Res & Sustainable Dev, Athens, Greece
[11] Meteorol Serv, Nicosia, Cyprus
[12] Inst Meteorol & Water Management, Warsaw, Poland
[13] Univ Tartu, Tartu, Estonia
[14] Univ Cantabria, E-39005 Santander, Spain
[15] MeteoSwiss, Fed Off Meteorol & Climatol, Zurich, Switzerland
关键词
Weather type classification; Circulation type classification; Dataset; COST; 733; Europe; ATMOSPHERIC CIRCULATION; SYNOPTIC CLIMATOLOGY; CLUSTER-ANALYSIS; OBJECTIVE CLASSIFICATION; PRINCIPAL COMPONENTS; NORTHERN-HEMISPHERE; SCALE CIRCULATION; ANALYSIS PROVIDE; PATTERNS; PRECIPITATION;
D O I
10.1016/j.pce.2009.12.010
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
A new database of weather and circulation type catalogs is presented comprising 17 automated classification methods and five subjective classifications. It was compiled within COST Action 733 "Harmonisation and Applications of Weather Type Classifications for European regions" in order to evaluate different methods for weather and circulation type classification. This paper gives a technical description of the included methods using a new conceptual categorization for classification methods reflecting the strategy for the definition of types. Methods using predefined types include manual and threshold based classifications while methods producing types derived from the input data include those based on eigenvector techniques, leader algorithms and optimization algorithms. In order to allow direct comparisons between the methods, the circulation input data and the methods' configuration were harmonized for producing a subset of standard catalogs of the automated methods. The harmonization includes the data source, the climatic parameters used, the classification period as well as the spatial domain and the number of types. Frequency based characteristics of the resulting catalogs are presented, including variation of class sizes, persistence, seasonal and inter-annual variability as well as trends of the annual frequency time series. The methodological concept of the classifications is partly reflected by these properties of the resulting catalogs. It is shown that the types of subjective classifications compared to automated methods show higher persistence, inter-annual variation and long-term trends. Among the automated classifications optimization methods show a tendency for longer persistence and higher seasonal variation. However, it is also concluded that the distance metric used and the data preprocessing play at least an equally important role for the properties of the resulting classification compared to the algorithm used for type definition and assignment. (C) 2010 Published by Elsevier Ltd.
引用
收藏
页码:360 / 373
页数:14
相关论文
共 99 条
[1]  
[Anonymous], 1999, KATALOG GROSSWETTERL
[2]  
[Anonymous], 1975, CLUSTERING ALGORITHM
[3]   Automated objective classification of daily circulation patterns for precipitation and temperature downscaling based on optimized fuzzy rules [J].
Bárdossy, A ;
Stehlík, J ;
Caspary, HJ .
CLIMATE RESEARCH, 2002, 23 (01) :11-22
[5]  
BAUR F, 1948, EINFUHRUNG GROSSWETT
[6]   Frequency and within-type variations of large-scale circulation types and their effects on low-frequency climate variability in Central Europe since 1780 [J].
Beck, C. ;
Jacobeit, J. ;
Jones, P. D. .
INTERNATIONAL JOURNAL OF CLIMATOLOGY, 2007, 27 (04) :473-491
[7]  
Beck C., 2000, Wurzburger Geographische Arbeiten, V95
[8]   Evaluation and comparison of circulation type classifications for the European domain [J].
Beck, Christoph ;
Philipp, Andreas .
PHYSICS AND CHEMISTRY OF THE EARTH, 2010, 35 (9-12) :374-387
[9]  
Bissolli P., 2003, Klimastatusbericht 2003
[10]  
Blair D, 1998, INT J CLIMATOL, V18, P1625, DOI 10.1002/(SICI)1097-0088(19981130)18:14<1625::AID-JOC330>3.0.CO