GSTDTAP  > 气候变化
DOI10.1002/joc.5882
Downscaling and projection of summer rainfall in Eastern China using a nonhomogeneous hidden Markov model
Guo, Lianyi1; Jiang, Zhihong1; Ding, Mei2; Chen, Weilin1; Li, Laurent1,3
2019-03-15
发表期刊INTERNATIONAL JOURNAL OF CLIMATOLOGY
ISSN0899-8418
EISSN1097-0088
出版年2019
卷号39期号:3页码:1319-1330
文章类型Article
语种英语
国家Peoples R China; France
英文摘要

A nonhomogeneous hidden Markov model (NHMM) is used to stochastically simulate summer (June-August) daily precipitations in the middle and low reaches of the Yangtze River in Eastern China, with driving forcing from three global climate models (GCMs). Simulations cover the historical period from 1961 to 2005 and from 2006 to 2100 following the RCP4.5 scenario. The model is first evaluated against data from the regional observation network. The results show that NHMM effectively enhances the ability of GCMs in simulating summer daily rainfall in the region. For future projection at different time horizons of the 21st century, the spectral distribution of regional precipitations (in function of their intensity) shows consistent changes with a decrease of occurrence probability for light rain (<10 mm/day) and an increase for heavy rain (>10 mm/day). Among variables of interest, total precipitation (PRCPTOT), precipitation intensity, the number of rainy days for daily precipitation exceeding 10 mm (R10mm) and 95th percentile of precipitation (P95), all show a gradually increasing trend in the 21st century, and geographically an eastward gradient with smaller increase (or even weak decrease) for the west and larger increase for the east. It is noted that obvious changes occur in the eastern region with 95% significance level, and PRCPTOT or R10mm increases by 40-60% in the late 21st century. Further quantitative assessment is performed for global warming of 1.5 and 2 degrees C. The half-degree additional warming makes R10mm change by -3.7, 2.4 and 12.1% over western, central and eastern regions, respectively.


英文关键词daily precipitation future projection global warming of 1 5 and 2 degrees C nonhomogeneous hidden Markov model statistical downscaling
领域气候变化
收录类别SCI-E
WOS记录号WOS:000461606600012
WOS关键词1.5 DEGREES-C ; EXTREME PRECIPITATION ; HEAVY-PRECIPITATION ; STATISTICAL-METHODS ; CLIMATE ; TEMPERATURE ; PERFORMANCE
WOS类目Meteorology & Atmospheric Sciences
WOS研究方向Meteorology & Atmospheric Sciences
引用统计
文献类型期刊论文
条目标识符http://119.78.100.173/C666/handle/2XK7JSWQ/37031
专题气候变化
作者单位1.Nanjing Univ Informat Sci & Technol, Joint Int Res Lab Climate & Environm Change, Collaborat Innovat Ctr Forecast & Evaluat Meteoro, Key Lab Meteorol Disaster,Minist Educ, Nanjing 210044, Jiangsu, Peoples R China;
2.Maanshan Meteorol Bur, Maanshan Meteorol Observ, Maanshan, Peoples R China;
3.Sorbonne Univ, CNRS, Lab Meteorol Dynam, Ecole Normale Super,Ecole Polytech, Paris, France
推荐引用方式
GB/T 7714
Guo, Lianyi,Jiang, Zhihong,Ding, Mei,et al. Downscaling and projection of summer rainfall in Eastern China using a nonhomogeneous hidden Markov model[J]. INTERNATIONAL JOURNAL OF CLIMATOLOGY,2019,39(3):1319-1330.
APA Guo, Lianyi,Jiang, Zhihong,Ding, Mei,Chen, Weilin,&Li, Laurent.(2019).Downscaling and projection of summer rainfall in Eastern China using a nonhomogeneous hidden Markov model.INTERNATIONAL JOURNAL OF CLIMATOLOGY,39(3),1319-1330.
MLA Guo, Lianyi,et al."Downscaling and projection of summer rainfall in Eastern China using a nonhomogeneous hidden Markov model".INTERNATIONAL JOURNAL OF CLIMATOLOGY 39.3(2019):1319-1330.
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