GSTDTAP  > 气候变化
DOI10.1175/JCLI-D-17-0225.1
Reducing Model Structural Uncertainty in Climate Model Projections-A Rank-Based Model Combination Approach
Das Bhowmik, R.1; Sharma, A.2; Sankarasubramanian, A.1
2017-12-01
发表期刊JOURNAL OF CLIMATE
ISSN0894-8755
EISSN1520-0442
出版年2017
卷号30期号:24
文章类型Article
语种英语
国家USA; Australia
英文摘要

Future changes in monthly precipitation are typically evaluated by estimating the shift in the long-term mean/variability or based on the change in the marginal distribution. General circulation model (GCM) precipitation projections deviate across various models and emission scenarios and hence provide no consensus on the expected future change. The current study proposes a rank/percentile-based multimodel combination approach to account for the fact that alternate model projections do not share a common time indexing. The approach is evaluated using 10 GCM historical runs for the current period and is validated by comparing with two approaches: equal weighting and a non-percentile-based optimal weighting. The percentile-based optimal combination exhibits lower values of RMSE in estimating precipitation terciles. Future (2000-49) multimodel projections show that January and July precipitation exhibit an increase in simulated monthly extremes (25th and 75th percentiles) over many climate regions of the conterminous United States.


领域气候变化
收录类别SCI-E
WOS记录号WOS:000423492500020
WOS关键词PRECIPITATION ; CMIP5 ; TEMPERATURE ; SIMULATIONS ; EXTREMES ; STATES ; PERSISTENCE ; PREDICTION ; ENSEMBLES ; FORECASTS
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/20217
专题气候变化
作者单位1.North Carolina State Univ, Dept Civil Construct & Environm Engn, Raleigh, NC 27695 USA;
2.Univ New South Wales, Sch Civil & Environm Engn, Sydney, NSW, Australia
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GB/T 7714
Das Bhowmik, R.,Sharma, A.,Sankarasubramanian, A.. Reducing Model Structural Uncertainty in Climate Model Projections-A Rank-Based Model Combination Approach[J]. JOURNAL OF CLIMATE,2017,30(24).
APA Das Bhowmik, R.,Sharma, A.,&Sankarasubramanian, A..(2017).Reducing Model Structural Uncertainty in Climate Model Projections-A Rank-Based Model Combination Approach.JOURNAL OF CLIMATE,30(24).
MLA Das Bhowmik, R.,et al."Reducing Model Structural Uncertainty in Climate Model Projections-A Rank-Based Model Combination Approach".JOURNAL OF CLIMATE 30.24(2017).
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