200 likes | 402 Views
Synoptic-climatological evaluation of COST733 circulation classifications: Principles and first results. Radan HUTH Institute of Atmospheric Physics, Prague, Czech Republic. GOAL. assess the synoptic-climatological applicability of classifications
E N D
Synoptic-climatological evaluation of COST733 circulation classifications: Principles and first results Radan HUTH Institute of Atmospheric Physics, Prague, Czech Republic
GOAL • assess the synoptic-climatological applicability of classifications • i.e., how well they stratify surface weather (climate) conditions
TOOL • 2-sample Kolmogorov-Smirnov test • equality of distributions of the climate element under one type against under all the other types x
TOOL • at each station • classes for which the K-S test rejects the equality of distributions are counted • the larger the count, the better the stratification, the better the synoptic-climatological applicability
EXAMPLE • 20 objective class’s over domain 00 (whole Europe) • + 6 subjective (and objectivized) catalogues (not assigned to any domain) • from the v1.0 release of COST733 database
EXAMPLE • winter (DJF) • maximum temperature • 97 European stations (ECA&D database) • Jan 1958 – Feb 1993
Hess&Brez. – individual types Note geographical coherence of regions of acceptance / rejection of the hypothesis
Summary over types: %age of test rejections subjective + objectivized catalogues 100 % 85-99 % 70-84 % x <70 %
Summary over types: %age of test rejections objective catalogues I. 100 % 85-99 % 70-84 % x <70 %
Summary over types: %age of test rejections objective catalogues II. 100 % 85-99 % 70-84 % x <70 %
BRIEF SUMMARY • considerable differences between class’s, but several common features • are they season- & variable-specific or more general ? • bad stratification at edges (but not all) of the domain • SW (W Iberian Peninsula) • SE (Balkans) • NE (N Norway) • E (W Russian border) • good stratification in • central Europe (N of the Alps) • W Europe (incl. Ireland and whole France) • S & central Scandinavia • Baltic countries (EE, LV, LT) • Iceland (!!!) • Verona – bad stratification for almost all class’s likely data problem
RANKING OF CLASS’S • methods ranked by the %age of rejected K-S tests (= well separated classes) at all stations individually • higher %age better lower rank • ranks averaged over stations for each classification • area mean rank ranking of the classification
RANKING OF CLASS’S • dependence on no. of classes • lower number larger class sizes smaller difference necessary for significance more (higher %age) of rejections better stratification
PRELIMINARY CONCLUSIONS • synoptic-climatological applicability widely differs among class’s • synoptic (& objectivized) catalogues compete successfully with objective methods (although not originally designed for the large domain) • objectivized Hess-Brezowsky slightly better than original subjective catalogue • Hess-Brezowsky outperforms all objective methods with comparable no. of types
PRELIMINARY CONCLUSIONS • tentatively recommendable class’s: • Enke & Spekat • Beck • T-mode PCA • objectivized Hess & Brezowsky • SANDRA • but: other seasons & other climate elements may lead to different results • task for near future