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DOI10.1002/2016MS000735
A simple lightning assimilation technique for improving retrospective WRF simulations
Heath, Nicholas K.; Pleim, Jonathan E.; Gilliam, Robert C.; Kang, Daiwen
发表日期2016-12-01
ISSN1942-2466
卷号8期号:4页码:1806-1824
英文摘要

Convective rainfall is often a large source of error in retrospective modeling applications. In particular, positive rainfall biases commonly exist during summer months due to overactive convective parameterizations. In this study, lightning assimilation was applied in the Kain-Fritsch (KF) convective scheme to improve retrospective simulations using the Weather Research and Forecasting (WRF) model. The assimilation method has a straightforward approach: force KF deep convection where lightning is observed and, optionally, suppress deep convection where lightning is absent. WRF simulations were made with and without lightning assimilation over the continental United States for July 2012, July 2013, and January 2013. The simulations were evaluated against NCEP stage-IV precipitation data and MADIS near-surface meteorological observations. In general, the use of lightning assimilation considerably improves the simulation of summertime rainfall. For example, the July 2012 monthly averaged bias of 6 h accumulated rainfall is reduced from 0.54 to 0.07 mm and the spatial correlation is increased from 0.21 to 0.43 when lightning assimilation is used. Statistical measures of near-surface meteorological variables also are improved. Consistent improvements also are seen for the July 2013 case. These results suggest that this lightning assimilation technique has the potential to substantially improve simulation of warm-season rainfall in retrospective WRF applications.


语种英语
WOS记录号WOS:000392813100016
来源期刊Journal of Advances in Modeling Earth Systems
来源机构美国环保署
文献类型期刊论文
条目标识符http://gcip.llas.ac.cn/handle/2XKMVOVA/56778
作者单位US EPA, Computat Exposure Div, Natl Exposure Res Lab, Res Triangle Pk, NC 27711 USA
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GB/T 7714
Heath, Nicholas K.,Pleim, Jonathan E.,Gilliam, Robert C.,et al. A simple lightning assimilation technique for improving retrospective WRF simulations[J]. 美国环保署,2016,8(4):1806-1824.
APA Heath, Nicholas K.,Pleim, Jonathan E.,Gilliam, Robert C.,&Kang, Daiwen.(2016).A simple lightning assimilation technique for improving retrospective WRF simulations.Journal of Advances in Modeling Earth Systems,8(4),1806-1824.
MLA Heath, Nicholas K.,et al."A simple lightning assimilation technique for improving retrospective WRF simulations".Journal of Advances in Modeling Earth Systems 8.4(2016):1806-1824.
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