Trivariate copula in drought analysis: a case study in peninsular Malaysia

被引:0
作者
Foo Hui-Mean
Fadhilah Yusof
Zulkifli Yusop
Jamaludin Suhaila
机构
[1] Universiti Teknologi Malaysia,Centre for Environmental Sustainability and Water Security (IPASA)
[2] Universiti Teknologi Malaysia,Department of Mathematical Sciences, Faculty of Science
来源
Theoretical and Applied Climatology | 2019年 / 138卷
关键词
Severity; Duration; Intensity; Standardised precipitation index; Conditional probability; Return periods;
D O I
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中图分类号
学科分类号
摘要
Drought severity, duration and intensity are three main variables that are useful in providing a deeper and more conclusive understanding of a drought condition. A joint distribution using trivariate copula model was introduced and employed to Peninsular Malaysia in describing the correlation and dependency between the drought variables instead of an independent modelling. The drought variables were categorised using the standardised precipitation index, and subsequently the Akaike Information Criterion was calculated to verify the best fitted copula distribution. The Plackett distribution is identified as the best fitted trivariate copula distribution to describe the relationship between drought severity, duration and intensity. The conditional probability and joint return periods of drought recurrence were further analysed to describe the drought properties comprehensively. The results of joint return period suggest that the western region of Peninsular Malaysia is expected to have more frequent drought recurrences under different conditions. These results are able to describe the three drought properties concurrently, thus is more useful compared to the current practice that use a single variable.
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页码:657 / 671
页数:14
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