WRF simulation of a precipitation event over the Tibetan Plateau, China - an assessment using remote sensing and ground observations

被引:168
作者
Maussion, F. [1 ]
Scherer, D. [1 ]
Finkelnburg, R. [1 ]
Richters, J. [1 ]
Yang, W. [2 ]
Yao, T. [2 ]
机构
[1] Tech Univ Berlin, Inst Okol, D-12165 Berlin, Germany
[2] Chinese Acad Sci, Inst Tibetan Plateau Res, Beijing 100085, Peoples R China
关键词
BOUNDARY-LAYER; CLIMATE-CHANGE; NAM CO; MESOSCALE MODEL; ANALYSIS TMPA; PART I; PARAMETERIZATION; SENSITIVITY; RESOLUTION; CONVECTION;
D O I
10.5194/hess-15-1795-2011
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
Meteorological observations over the Tibetan Plateau (TiP) are scarce, and precipitation estimations over this remote region are difficult. The constantly improving capabilities of numerical weather prediction (NWP) models offer the opportunity to reduce this problem by providing precipitation fields and other meteorological variables of high spatial and temporal resolution. Longer time periods of years to decades can be simulated by NWP models by successive model runs of shorter periods, which can be described by the term "regional atmospheric reanalysis". In this paper, we assess the Weather Research and Forecasting (WRF) models capacity in retrieving rain-and snowfall on the TiP in such a configuration using a nested approach: the simulations are conducted with three nested domains at spatial resolutions of 30, 10, and 2 km. A validation study is carried out for a one-month period with a special focus on one-week (2228 October 2008), during which strong rain-and snowfall was observed on the TiP. The output of the model in each resolution is compared to the Tropical Rainfall Measuring Mission (TRMM) data set for precipitation and to the Moderate Resolution Imaging Spectroradiometer (MODIS) data set for snow extent. TRMM and WRF data are then compared to weather-station measurements. Our results suggest an overall improvement from WRF over TRMM with respect to weather-station measurements. Various configurations of the model with different nesting and forcing strategies, as well as physical parameterisation schemes are compared to propose a suitable design for a regional atmospheric reanalysis over the TiP. The WRF model showed good accuracy in simulating snow-and rainfall on the TiP for a one-month simulation period. Our study reveals that there is nothing like an optimal model strategy applicable for the high-altitude TiP, its fringing high-mountain areas of extremely complex topography and the low-altitude land and sea regions from which much of the precipitation on the TiP is originating. The choice of the physical parameterisation scheme will thus be always a compromise depending on the specific purpose of a model simulation. Our study demonstrates the high importance of orographic precipitation, but the problem of the orographic bias remains unsolved since reliable observational data are still missing. The results are relevant for anyone interested in carrying out a regional atmospheric reanalysis. Many hydrological analyses and applications like rainfall-runoff modelling or the analysis of flood events require precipitation rates at daily or even hourly intervals. Thus, our study offers a process-oriented alternative for retrieving precipitation fields of high spatio-temporal resolution in regions like the TiP, where other data sources are limited.
引用
收藏
页码:1795 / 1817
页数:23
相关论文
共 65 条
[51]   A combined local and nonlocal closure model for the atmospheric boundary layer. Part I: Model description and testing [J].
Pleim, Jonathan E. .
JOURNAL OF APPLIED METEOROLOGY AND CLIMATOLOGY, 2007, 46 (09) :1383-1395
[52]   Sensitivity of mesoscale model forecast during a satellite launch to different cumulus parameterization schemes in MM5 [J].
Rakesh, V. ;
Singh, R. ;
Pal, P. K. ;
Joshi, P. C. .
PURE AND APPLIED GEOPHYSICS, 2007, 164 (8-9) :1617-1637
[53]   Resolution Dependency of the Diurnal Cycle of Convective Clouds over the Tibetan Plateau in a Mesoscale Model [J].
Sato, Tomonori ;
Yoshikane, Takao ;
Satoh, Masaki ;
Miltra, Hiroaki ;
Fujinami, Hatsuki .
JOURNAL OF THE METEOROLOGICAL SOCIETY OF JAPAN, 2008, 86A :17-31
[54]   Estimation on the response of glaciers in China to the global warming in the 21st century [J].
Shi, YF ;
Liu, SY .
CHINESE SCIENCE BULLETIN, 2000, 45 (07) :668-672
[55]  
Skamarock WC, 2008, DESCRIPTION ADV RES, DOI [10.5065/D68S4MVH, DOI 10.5065/D68S4MVH]
[56]   Parameterization of cold-season processes in the MAPS land-surface scheme [J].
Smirnova, TG ;
Brown, JM ;
Benjamin, SG ;
Kim, D .
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2000, 105 (D3) :4077-4086
[57]   Microphysics, radiation and surface processes in the Goddard Cumulus Ensemble (GCE) model [J].
Tao, WK ;
Simpson, J ;
Baker, D ;
Braun, S ;
Chou, MD ;
Ferrier, B ;
Johnson, D ;
Khain, A ;
Lang, S ;
Lynn, B ;
Shie, CL ;
Starr, D ;
Sui, CH ;
Wang, Y ;
Wetzel, P .
METEOROLOGY AND ATMOSPHERIC PHYSICS, 2003, 82 (1-4) :97-137
[58]   Explicit Forecasts of Winter Precipitation Using an Improved Bulk Microphysics Scheme. Part II: Implementation of a New Snow Parameterization [J].
Thompson, Gregory ;
Field, Paul R. ;
Rasmussen, Roy M. ;
Hall, William D. .
MONTHLY WEATHER REVIEW, 2008, 136 (12) :5095-5115
[59]   Evaluation of MODIS snow cover and cloud mask and its application in Northern Xinjiang, China [J].
Wang, Xianwei ;
Xie, Hongjie ;
Liang, Tiangang .
REMOTE SENSING OF ENVIRONMENT, 2008, 112 (04) :1497-1513
[60]   The response of lake-glacier variations to climate change in Nam Co Catchment, central Tibetan Plateau, during 1970-2000 [J].
Wu Yanhong ;
Zhu Liping .
JOURNAL OF GEOGRAPHICAL SCIENCES, 2008, 18 (02) :177-189