Sensitivity of Numerical Weather Forecasts to Initial Soil Moisture Variations in CFSv2

被引:64
作者
Dirmeyer, Paul A. [1 ]
Halder, Subhadeep [1 ]
机构
[1] George Mason Univ, Ctr Ocean Land Atmosphere Studies, Mail Stop 6C5,4400 Univ Dr, Fairfax, VA 22030 USA
基金
美国国家科学基金会;
关键词
GLOBAL PRECIPITATION; SURFACE; VARIABILITY; FRAMEWORK; MODEL; PREDICTABILITY; WETNESS; SYSTEM;
D O I
10.1175/WAF-D-16-0049.1
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
When initial soil moisture is perturbed among ensemble members in the operational NWS global forecast model, surface latent and sensible fluxes are immediately affected much more strongly, systematically, and over a greater area than conventional land-atmosphere coupling metrics suggest. Flux perturbations are likewise transmitted to the atmospheric boundary layer more formidably than climatology-based metrics would indicate. Impacts are not limited to the traditional land-atmosphere coupling hot spots, but extend over nearly all ice-free land areas of the globe. Key to isolating this effect is that initial atmospheric states are identical among quantities correlated, pinpointing soil moisture and snow cover. A consequence of this high sensitivity is that significant positive impacts of realistic land surface initialization on the skill of deterministic near-surface temperature and humidity forecasts are also immediate and nearly universal during boreal spring and summer (the period investigated) and persist for at least 3 days over most land areas. Land surface initialization may be more broadly important for weather forecasts than previously realized, as the research focus historically has been on subseasonal-to-seasonal time scales. This study attempts to bridge the gap between climate studies with their associated coupling assessments and weather forecast time scales. Furthermore, errors in land surface initialization and shortcomings in the parameterization of atmospheric processes sensitive to surface fluxes may have greater consequences than previously recognized, the latter exemplified by the lack of impact on precipitation forecasts even though the simulation of boundary layer development is shown to be greatly improved with realistic soil moisture initialization.
引用
收藏
页码:1973 / 1983
页数:11
相关论文
共 83 条
[1]   Towards a public, standardized, diagnostic benchmarking system for land surface models [J].
Abramowitz, G. .
GEOSCIENTIFIC MODEL DEVELOPMENT, 2012, 5 (03) :819-827
[2]  
Baldocchi D, 2001, B AM METEOROL SOC, V82, P2415, DOI 10.1175/1520-0477(2001)082<2415:FANTTS>2.3.CO
[3]  
2
[4]   Initial soil moisture retrievals from the METOP-A Advanced Scatterometer (ASCAT) [J].
Bartalis, Zoltan ;
Wagner, Wolfgang ;
Naeimi, Vahid ;
Hasenauer, Stefan ;
Scipal, Klaus ;
Bonekamp, Hans ;
Figa, Julia ;
Anderson, Craig .
GEOPHYSICAL RESEARCH LETTERS, 2007, 34 (20)
[5]   Interannual Coupling between Summertime Surface Temperature and Precipitation over Land: Processes and Implications for Climate Change [J].
Berg, Alexis ;
Lintner, Benjamin R. ;
Findell, Kirsten ;
Seneviratne, Sonia I. ;
van den Hurk, Bart ;
Ducharne, Agnes ;
Cheruy, Frederique ;
Hagemann, Stefan ;
Lawrence, David M. ;
Malyshev, Sergey ;
Meier, Arndt ;
Gentine, Pierre .
JOURNAL OF CLIMATE, 2015, 28 (03) :1308-1328
[6]   Understanding hydrometeorology using global models [J].
Betts, AK .
BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY, 2004, 85 (11) :1673-+
[7]   Land surface initialization strategy for a global reforecast dataset [J].
Boisserie, M. ;
Decharme, B. ;
Descamps, L. ;
Arbogast, P. .
QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY, 2016, 142 (695) :880-888
[8]   The heated condensation framework as a convective trigger in the NCEP Climate Forecast System version 2 [J].
Bombardi, Rodrigo J. ;
Tawfik, Ahmed B. ;
Manganello, Julia V. ;
Marx, Lawrence ;
Shin, Chul-Su ;
Halder, Subhadeep ;
Schneider, Edwin K. ;
Dirmeyer, Paul A. ;
Kinter, James L., III .
JOURNAL OF ADVANCES IN MODELING EARTH SYSTEMS, 2016, 8 (03) :1310-1329
[9]  
Cavalieri D.J., 1996, SEA ICE CONCENTRATIO
[10]  
CAVALIERI DJ, 2007, SEA ICE CONCENTRATIO