基于Copula的水文干旱双变量频率分析——以伊拉克北部为例

IF 1 Q4 ENGINEERING, CIVIL Jordan Journal of Civil Engineering Pub Date : 2023-07-10 DOI:10.14525/jjce.v17i3.06
Ihsan F. Hasan, R. Abdullah, Taymoor A. Awchi, Nurul Hana M. Kamal
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引用次数: 0

摘要

本研究采用copula方法对水文干旱频率进行分析。标准化径流指数SRI是利用伊拉克北部地区两个测量站50年的月流量数据计算得出的。利用运行理论提取干旱持续时间和严重程度。采用3种阿基米德科和高斯联结模型进行比较,选择最适合的联结模型进行水文干旱特征的双变量频率分析。干旱持续时间和干旱严重程度之间的依赖关系是通过Pearson’s, Spearman’s rho和Kendall’s tau相关来估计的。基于Kolmogorov-Smirnov统计量和Chi-squared统计量,利用各种概率分布来确定干旱特征变量的最佳拟合边际分布。估计和比较单变量和联合回报期。总的来说,结果表明阿基米德copulas比高斯copulas性能更好。指数分布和威布尔分布分别最适合干旱持续时间和严重程度,但小扎布地区的干旱严重程度在9个月时间尺度上选择对数正态分布。本研究可为气候变化条件下的干旱风险评估和水资源管理提供有益信息。关键词:水文干旱,Copula, SRI,大扎布河,小扎布河,双变量回归期
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Bivariate Frequency Analysis of Hydrological Drought Using Copula: A Case Study of Northern Iraq
In this research work, copula-based methodology is adopted to analyze the hydrological drought frequency. Standardized Runoff Index SRI was calculated using monthly-streamflow data for 50 years of two gauging stations in the northern region of Iraq. The drought duration and severity were extracted using run theory. Three Archimedean family and Gaussian copulas were used and compared to select the most appropriate copula model for bivariate frequency analysis of hydrological-drought characteristics. The dependence between drought duration and drought severity was estimated by Pearson's, Spearman's rho and Kendall's tau correlations. Various probability distributions were utilized to determine the best fit marginal distributions for drought characteristic variables based on the Kolmogorov-Smirnov and Chi-squared statistics. Uni-variate and joint return periods were estimated and compared. Generally, the results indicate that Archimedean copulas performed better than the Gaussian copulas. Exponential and Weibull distributions are the best fit for drought duration and severity, respectively, except for drought severity in case of the 9-month time scale at Lesser Zab region, where lognormal distribution was chosen. The current study can give helpful information for drought-risk assessment and water-resource management under climate change. KEYWORDS: Hydrological drought, Copula, SRI, Greater Zab river, Lesser Zab river, Bivariate return periods.
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来源期刊
CiteScore
2.10
自引率
27.30%
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0
期刊介绍: I am very pleased and honored to be appointed as an Editor-in-Chief of the Jordan Journal of Civil Engineering which enjoys an excellent reputation, both locally and internationally. Since development is the essence of life, I hope to continue developing this distinguished Journal, building on the effort of all the Editors-in-Chief and Editorial Board Members as well as Advisory Boards of the Journal since its establishment about a decade ago. I will do my best to focus on publishing high quality diverse articles and move forward in the indexing issue of the Journal.
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