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DOI | 10.1016/j.atmosres.2020.104945 |
Impact of assimilating multi-source observations on meteorological and PM2.5 forecast over Central China | |
Liu J.; Hong J.; Mao F.; Gong W.; Shen L.; Liang S.; Chen J. | |
发表日期 | 2020 |
ISSN | 0169-8095 |
卷号 | 241 |
英文摘要 | Data assimilation (DA) is a promising approach to improve meteorological and PM2.5 forecasts, but to what extent and by what process the DA of meteorological fields helps improve PM2.5 forecast still call for more discussion. By utilizing WRFDA and WRF-Chem models, we have assimilated AMSU-A, MHS radiances and conventional observations, and studied the influences of the meteorological DA on meteorological and PM2.5 forecasts over Central China through a series of experiments. The results show that multi-source meteorological DA helps improve temperature and relative humidity forecasts in the lower atmosphere, and the improved meteorological fields further improve PM2.5 forecast with a reduction of bias and RMSE by 7.4% and 4.1% over the study area, especially during PM2.5 episode. This study also helps understand how DA improve the PM2.5 forecasts over Central China. © 2020 Elsevier B.V. |
关键词 | Sounding apparatusAMSU-AData assimilationIn-situ observationsWRF-ChemWRFDAWeather forecastingair temperatureAMSUatmospheric modelingdata assimilationforecasting methodparticulate matterradiancerelative humidityChina |
语种 | 英语 |
来源机构 | Atmospheric Research |
文献类型 | 期刊论文 |
条目标识符 | http://gcip.llas.ac.cn/handle/2XKMVOVA/132477 |
推荐引用方式 GB/T 7714 | Liu J.,Hong J.,Mao F.,et al. Impact of assimilating multi-source observations on meteorological and PM2.5 forecast over Central China[J]. Atmospheric Research,2020,241. |
APA | Liu J..,Hong J..,Mao F..,Gong W..,Shen L..,...&Chen J..(2020).Impact of assimilating multi-source observations on meteorological and PM2.5 forecast over Central China.,241. |
MLA | Liu J.,et al."Impact of assimilating multi-source observations on meteorological and PM2.5 forecast over Central China".241(2020). |
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