Singular vector decomposition of the internal variability of the Canadian Regional Climate Model

被引:0
作者
Emilia Paula Diaconescu
René Laprise
Ayrton Zadra
机构
[1] University of Quebec at Montreal (UQAM),Department of Earth and Atmospheric Sciences, Canadian Network for Regional Climate Modelling and Diagnostics
[2] Environment Canada,Meteorological Research Division
[3] Centre ESCER (Étude et Simulation du Climat à l’Échelle Régionale),undefined
来源
Climate Dynamics | 2012年 / 38卷
关键词
Internal variability; Regional climate model; Singular vectors; Growing perturbations;
D O I
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中图分类号
学科分类号
摘要
Previous studies have shown that Regional Climate Models (RCM) internal variability (IV) fluctuates in time depending on synoptic events. This study focuses on the physical understanding of episodes with rapid growth of IV. An ensemble of 21 simulations, differing only in their initial conditions, was run over North America using version 5 of the Canadian RCM (CRCM). The IV is quantified in terms of energy of CRCM perturbations with respect to a reference simulation. The working hypothesis is that IV is arising through rapidly growing perturbations developed in dynamically unstable regions. If indeed IV is triggered by the growth of unstable perturbations, a large proportion of the CRCM perturbations must project onto the most unstable singular vectors (SVs). A set of ten SVs was computed to identify the orthogonal set of perturbations that provide the maximum growth with respect to the dry total-energy norm during the course of the CRCM ensemble of simulations. CRCM perturbations were then projected onto the subspace of SVs. The analysis of one episode of rapid growth of IV is presented in detail. It is shown that a large part of the IV growth is explained by initially small-amplitude unstable perturbations represented by the ten leading SVs, the SV subspace accounting for over 70% of the CRCM IV growth in 36 h. The projection on the leading SV at final time is greater than the projection on the remaining SVs and there is a high similarity between the CRCM perturbations and the leading SV after 24–36 h tangent-linear model integration. The vertical structure of perturbations revealed that the baroclinic conversion is the dominant process in IV growth for this particular episode.
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页码:1093 / 1113
页数:20
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  • [1] Alexandru A(2007)Internal variability in regional climate downscaling at the seasonal scale Mon Weather Rev 135 3221-3238
  • [2] de Elía R(2009)Sensitivity study of Regional Climate Model simulations to large-scale nudging parameters Mon Weather Rev 137 1666-1686
  • [3] Laprise R(2001)Tropical singular vectors computed with linearized diabatic physics Q J R Meteorol Soc 127 685-708
  • [4] Alexandru A(2003)Operational implementation of the ISBA land surface scheme in the Canadian regional weather forecast model. Part I: warm season results J Hydrometeorol 4 352-370
  • [5] De Elía R(2005)Boundary layer and shallow cumulus clouds in a medium-range forecast of a large-scale weather system Mon Weather Rev 133 1938-1959
  • [6] Laprise L(1992)Barotropic instability and optimal perturbations of observed nonzonal flow J Atmos Sci 49 335-354
  • [7] Šeparović L(2005)Impact of flow-dependent analysis-error covariance norms on extratropical singular vectors Q J R Meteorol Soc 131 1-999
  • [8] Biner S(1999)Targeting observations using singular vectors J Atmos Sci 56 2965-2985
  • [9] Barkmeijer J(2004)Internal variability of RCM simulations over an annual cycle Clim Dyn 22 33-46
  • [10] Buizza R(2001)IV of regional climate models Clim Dyn 17 875-887