Evaluation of NU-WRF model performance on air quality simulation under various model resolutions - an investigation within the framework of MICS-Asia Phase III

被引:16
作者
Tao, Zhining [1 ,2 ]
Chin, Mian [2 ]
Gao, Meng [3 ]
Kucsera, Tom [1 ,2 ]
Kim, Dongchul [1 ,2 ]
Bian, Huisheng [2 ,4 ]
Kurokawa, Jun-ichi [5 ]
Wang, Yuesi [6 ]
Liu, Zirui [6 ]
Carmichael, Gregory R. [7 ]
Wang, Zifa [6 ,8 ,9 ]
Akimoto, Hajime [10 ]
机构
[1] Univ Space Res Assoc, Columbia, MD 21046 USA
[2] NASA, Goddard Space Flight Ctr, Code 916, Greenbelt, MD 20771 USA
[3] Harvard Univ, John A Paulson Sch Engn & Appl Sci, Cambridge, MA 02138 USA
[4] Univ Maryland Baltimore Cty, Baltimore, MD 21228 USA
[5] Asia Ctr Air Pollut Res, Japan Environm Sanitat Ctr, Niigata 9502144, Japan
[6] Chinese Acad Sci, Inst Atmospher Phys, State Key Lab Atmospher Boundary Layer Phys & Atm, Beijing 100029, Peoples R China
[7] Univ Iowa, Ctr Global & Reg Environm Res, Iowa City, IA USA
[8] Univ Chinese Acad Sci, Coll Earth Sci, Beijing 100049, Peoples R China
[9] Chinese Acad Sci, Inst Urban Environm, Ctr Excellence Urban Atmospher Environm, Xiamen 361021, Peoples R China
[10] Natl Inst Environm Studies, Tsukuba, Ibaraki 3058506, Japan
关键词
REGIONAL HAZE EVENT; SURFACE OZONE; UNITED-STATES; DUST AEROSOLS; LEVEL OZONE; EAST-ASIA; POLLUTION; CHINA; SATELLITE; IMPACT;
D O I
10.5194/acp-20-2319-2020
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Horizontal grid resolution has a profound effect on model performances on meteorology and air quality simulations. In contribution to MICS-Asia Phase III, one of whose goals was to identify and reduce model uncertainty in air quality prediction, this study examined the impact of grid resolution on meteorology and air quality simulation over East Asia, focusing on the North China Plain (NCP) region. The NASA Unified Weather Research and Forecasting (NU-WRF) model has been applied with the horizontal resolutions at 45, 15, and 5 km. The results revealed that, in comparison with ground observations, no single resolution can yield the best model performance for all variables across all stations. From a regional average perspective (i.e., across all monitoring sites), air temperature modeling was not sensitive to the grid resolution but wind and precipitation simulation showed the opposite. NU-WRF with the 5 km grid simulated the wind speed best, while the 45 km grid yielded the most realistic precipitation as compared to the site observations. For air quality simulations, finer resolution generally led to better comparisons with observations for O-3, CO, NOx, and PM2.5. However, the improvement of model performance on air quality was not linear with the resolution increase. The accuracy of modeled surface O-3 of the 15 km grid was greatly improved over the one from the 45 km grid. A further increase in grid resolution to 5 km, however, showed diminished impact on model performance improvement on O-3 prediction. In addition, a 5 km resolution grid showed large advantage in better capturing the frequency of high-pollution occurrences. This was important for the assessment of noncompliance with ambient air quality standards, which was key to air quality planning and management. Balancing the modeling accuracy and resource limitation, a 15 km grid resolution was suggested for future MICS-Asia air quality modeling activity if the research region remained unchanged. This investigation also found a large overestimate of groundlevel O-3 and an underestimate of surface NOx and CO, likely due to missing emissions of NOx and CO.
引用
收藏
页码:2319 / 2339
页数:21
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