Metrics for the Diurnal Cycle of Precipitation: Toward Routine Benchmarks for Climate Models

被引:83
作者
Covey, Curt [1 ]
Gleckler, Peter J. [1 ]
Doutriaux, Charles [1 ]
Williams, Dean N. [1 ]
Dai, Aiguo [2 ]
Fasullo, John [3 ]
Trenberth, Kevin [3 ]
Berg, Alexis [4 ]
机构
[1] Lawrence Livermore Natl Lab, Program Climate Model Diag & Intercomparison, LLNL Mail Code L-103,7000 East Ave, Livermore, CA 94550 USA
[2] SUNY Albany, Albany, NY 12222 USA
[3] Natl Ctr Atmospher Res, POB 3000, Boulder, CO 80307 USA
[4] Columbia Univ, Int Res Inst Climate & Soc, New York, NY USA
基金
美国国家科学基金会;
关键词
SATELLITE-OBSERVATIONS; CMIP5; GENESIS; SYSTEM;
D O I
10.1175/JCLI-D-15-0664.1
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
Metrics are proposed-that is, a few summary statistics that condense large amounts of data from observations or model simulations-encapsulating the diurnal cycle of precipitation. Vector area averaging of Fourier amplitude and phase produces useful information in a reasonably small number of harmonic dial plots, a procedure familiar from atmospheric tide research. The metrics cover most of the globe but down-weight high-latitude wintertime ocean areas where baroclinic waves are most prominent. This enables intercomparison of a large number of climate models with observations and with each other. The diurnal cycle of precipitation has features not encountered in typical climate model intercomparisons, notably the absence of meaningful "average model" results that can be displayed in a single two-dimensional map. Displaying one map per model guides development of the metrics proposed here by making it clear that land and ocean areas must be averaged separately, but interpreting maps from all models becomes problematic as the size of a multimodel ensemble increases. Global diurnal metrics provide quick comparisons with observations and among models, using the most recent version of the Coupled Model Intercomparison Project (CMIP). This includes, for the first time in CMIP, spatial resolutions comparable to global satellite observations. Consistent with earlier studies of resolution versus parameterization of the diurnal cycle, the longstanding tendency of models to produce rainfall too early in the day persists in the high-resolution simulations, as expected if the error is due to subgrid-scale physics.
引用
收藏
页码:4461 / 4471
页数:11
相关论文
共 36 条
[11]   Precipitation characteristics in eighteen coupled climate models [J].
Dai, Aiguo .
JOURNAL OF CLIMATE, 2006, 19 (18) :4605-4630
[12]   Atmospheric tides over the Pyrenees: Observational study and numerical simulation [J].
Diaz de Argandona, J. ;
Ezcurra, A. ;
Saenz, J. ;
Campistron, B. ;
Ibarra-Berastegi, G. ;
Said, F. .
QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY, 2010, 136 (650) :1263-1274
[13]   Simulating the diurnal cycle of rainfall in global climate models: resolution versus parameterization [J].
Dirmeyer, Paul A. ;
Cash, Benjamin A. ;
Kinter, James L., III ;
Jung, Thomas ;
Marx, Lawrence ;
Satoh, Masaki ;
Stan, Cristiana ;
Tomita, Hirofumi ;
Towers, Peter ;
Wedi, Nils ;
Achuthavarier, Deepthi ;
Adams, Jennifer M. ;
Altshuler, Eric L. ;
Huang, Bohua ;
Jin, Emilia K. ;
Manganello, Julia .
CLIMATE DYNAMICS, 2012, 39 (1-2) :399-418
[14]  
Flato G, 2014, CLIMATE CHANGE 2013: THE PHYSICAL SCIENCE BASIS, P741
[15]   Performance metrics for climate models [J].
Gleckler, P. J. ;
Taylor, K. E. ;
Doutriaux, C. .
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2008, 113 (D6)
[16]   The TRMM multisatellite precipitation analysis (TMPA): Quasi-global, multiyear, combined-sensor precipitation estimates at fine scales [J].
Huffman, George J. ;
Adler, Robert F. ;
Bolvin, David T. ;
Gu, Guojun ;
Nelkin, Eric J. ;
Bowman, Kenneth P. ;
Hong, Yang ;
Stocker, Erich F. ;
Wolff, David B. .
JOURNAL OF HYDROMETEOROLOGY, 2007, 8 (01) :38-55
[17]   Role of eastward propagating convection systems in the diurnal cycle and seasonal mean of summertime rainfall over the U.S. Great Plains [J].
Jiang, Xianan ;
Lau, Ngar-Cheung ;
Klein, Stephen A. .
GEOPHYSICAL RESEARCH LETTERS, 2006, 33 (19)
[18]   Diurnal precipitation regimes in the global tropics [J].
Kikuchi, Kazuyoshi ;
Wang, Bin .
JOURNAL OF CLIMATE, 2008, 21 (11) :2680-2696
[19]   Assessing the Diurnal Cycle of Precipitation in a Multi-Scale Climate Model [J].
Pritchard, Michael S. ;
Somerville, Richard C. J. .
JOURNAL OF ADVANCES IN MODELING EARTH SYSTEMS, 2009, 1
[20]   Empirical orthogonal function analysis of the diurnal cycle of precipitation in a multi-scale climate model [J].
Pritchard, Michael S. ;
Somerville, Richard C. J. .
GEOPHYSICAL RESEARCH LETTERS, 2009, 36