Development of a Model Performance Metric and Its Application to Assess Summer Precipitation over the US Great Plains in Downscaled Climate Simulations

被引:11
作者
Tian, Baijun [1 ]
Lee, Huikyo [1 ]
Waliser, Duane E. [1 ]
Ferraro, Robert [1 ]
Kim, Jinwon [2 ]
Case, Jonathan [3 ]
Iguchi, Takamichi [4 ,5 ]
Kemp, Eric [5 ,6 ]
Wu, Di [5 ,6 ]
Putman, William [5 ]
Wang, Weile [7 ,8 ]
机构
[1] CALTECH, Jet Prop Lab, Pasadena, CA 91125 USA
[2] Univ Calif Los Angeles, Joint Inst Reg Earth Syst Sci & Engn, Los Angeles, CA USA
[3] NASA Marshall Space Flight Ctr, ENSCO Inc, Huntsville, AL USA
[4] Univ Maryland, Earth Syst Sci Interdisciplinary Ctr, College Pk, MD 20742 USA
[5] NASA Goddard Space Flight Ctr, Greenbelt, MD USA
[6] Sci Syst & Applicat Inc, Lanham, MD USA
[7] Calif State Univ Monterey Bay, Seaside, CA USA
[8] NASA Ames Res Ctr, Moffett Field, CA USA
关键词
WARM-SEASON PRECIPITATION; DIURNAL CYCLE; PART I; UNITED-STATES; SURFACE PROCESSES; CONVECTION; RAINFALL; RESOLUTION; SYSTEM; SATELLITE;
D O I
10.1175/JHM-D-17-0045.1
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
Several dynamically downscaled climate simulations with various spatial resolutions (24, 12, and 4 km) and spectral nudging strengths (0, 600, and 2000 km) have been run over the contiguous United States from 2000 to 2009 using the high-resolution NASA Unified Weather and Research Forecasting (NU-WRF) regional model initialized and constrained by the Modern-Era Retrospective Analysis for Research and Applications, version 2 (MERRA-2). This paper summarizes the authors' efforts on the development of a model performance metric and its application to assess summer precipitation over the U.S. Great Plains (USGP) in these downscaled climate simulations. Anew model performance metric T was first developed that uses both the linear correlation coefficient and mean square error and is consistent with other commonly used metrics, but gives a bigger separation between good and bad simulations. This metric T was then applied to the summer mean precipitation spatial pattern, diurnal Hovmoller diagram, and diurnal spatial pattern over the USGP from the simulations focusing on the summer precipitation diurnal cycle related to mesoscale convective systems (MCSs). The metric T skill scores increase significantly from the control simulation to the nudged simulations and from the nudged simulations with shorter wavelengths to the nudged simulations with longer wavelengths, but do not change much from MERRA-2 to the downscaled simulations or between the various downscaled simulations with different spatial resolutions. Thus, there is some credibility, but no significant value added compared to MERRA-2, of the downscaled climate simulations of the summer precipitation over the USGP.
引用
收藏
页码:2781 / 2799
页数:19
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