GSTDTAP  > 资源环境科学
DOI10.1002/2017WR022231
Modeling Spatial Dependence of Rainfall Extremes Across Multiple Durations
Phuong Dong Le; Leonard, Michael; Westra, Seth
2018-03-01
发表期刊WATER RESOURCES RESEARCH
ISSN0043-1397
EISSN1944-7973
出版年2018
卷号54期号:3页码:2233-2248
文章类型Article
语种英语
国家Australia
英文摘要

Determining the probability of a flood event in a catchment given that another flood has occurred in a nearby catchment is useful in the design of infrastructure such as road networks that have multiple river crossings. These conditional flood probabilities can be estimated by calculating conditional probabilities of extreme rainfall and then transforming rainfall to runoff through a hydrologic model. Each catchment's hydrological response times are unlikely to be the same, so in order to estimate these conditional probabilities one must consider the dependence of extreme rainfall both across space and across critical storm durations. To represent these types of dependence, this study proposes a new approach for combining extreme rainfall across different durations within a spatial extreme value model using max-stable process theory. This is achieved in a stepwise manner. The first step defines a set of common parameters for the marginal distributions across multiple durations. The parameters are then spatially interpolated to develop a spatial field. Storm-level dependence is represented through the max-stable process for rainfall extremes across different durations. The dependence model shows a reasonable fit between the observed pairwise extremal coefficients and the theoretical pairwise extremal coefficient function across all durations. The study demonstrates how the approach can be applied to develop conditional maps of the return period and return level across different durations.


英文关键词max-stable process model spatial extremes duration dependence linking multiple durations conditional simulation intensity-duration-frequency relationships
领域资源环境
收录类别SCI-E
WOS记录号WOS:000430364900045
WOS关键词PRECIPITATION EXTREMES ; STORM-SURGE ; MULTIVARIATE ; FRAMEWORK ; INFERENCE ; VALUES
WOS类目Environmental Sciences ; Limnology ; Water Resources
WOS研究方向Environmental Sciences & Ecology ; Marine & Freshwater Biology ; Water Resources
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/21205
专题资源环境科学
作者单位Univ Adelaide, Sch Civil Environm & Min Engn, Adelaide, SA, Australia
推荐引用方式
GB/T 7714
Phuong Dong Le,Leonard, Michael,Westra, Seth. Modeling Spatial Dependence of Rainfall Extremes Across Multiple Durations[J]. WATER RESOURCES RESEARCH,2018,54(3):2233-2248.
APA Phuong Dong Le,Leonard, Michael,&Westra, Seth.(2018).Modeling Spatial Dependence of Rainfall Extremes Across Multiple Durations.WATER RESOURCES RESEARCH,54(3),2233-2248.
MLA Phuong Dong Le,et al."Modeling Spatial Dependence of Rainfall Extremes Across Multiple Durations".WATER RESOURCES RESEARCH 54.3(2018):2233-2248.
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