Climate Change Data Portal
DOI | 10.1002/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 | |
发表日期 | 2019 |
ISSN | 0899-8418 |
EISSN | 1097-0088 |
卷号 | 39期号:3页码:1319-1330 |
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. |
WOS研究方向 | Meteorology & Atmospheric Sciences |
来源期刊 | INTERNATIONAL JOURNAL OF CLIMATOLOGY |
文献类型 | 期刊论文 |
条目标识符 | http://gcip.llas.ac.cn/handle/2XKMVOVA/94886 |
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],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. |
条目包含的文件 | 条目无相关文件。 |
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。