Vine-Copula-Based Quantile Regression for Cascade Reservoirs Management
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作者:
El Hannoun, Wafaa
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Mohammed V Univ Rabat, Fac Sci, Lab Math Stat & Applicat, Rabat 1014, MoroccoMohammed V Univ Rabat, Fac Sci, Lab Math Stat & Applicat, Rabat 1014, Morocco
El Hannoun, Wafaa
[1
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El Adlouni, Salah-Eddine
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Univ Moncton, Dept Math & Stat, Moncton, NB E1A 3E9, CanadaMohammed V Univ Rabat, Fac Sci, Lab Math Stat & Applicat, Rabat 1014, Morocco
El Adlouni, Salah-Eddine
[2
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Zoglat, Abdelhak
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Mohammed V Univ Rabat, Fac Sci, Lab Math Stat & Applicat, Rabat 1014, MoroccoMohammed V Univ Rabat, Fac Sci, Lab Math Stat & Applicat, Rabat 1014, Morocco
Zoglat, Abdelhak
[1
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机构:
[1] Mohammed V Univ Rabat, Fac Sci, Lab Math Stat & Applicat, Rabat 1014, Morocco
[2] Univ Moncton, Dept Math & Stat, Moncton, NB E1A 3E9, Canada
This paper features an application of Regular Vine (R-vine) copulas, a recently developed statistical tool to assess composite risk. Copula-based dependence modelling is a popular tool in conditional risk assessment, but is usually applied to pairs of variables. By contrast, Vine copulas provide greater flexibility and permit the modelling of complex dependency patterns using a wide variety of bivariate copulas which may be arranged and analysed in a tree structure to explore multiple dependencies. This study emphasises the use of R-vine copulas in an analysis of the co-dependencies of five reservoirs in the cascade of the Saint-John River basin in Eastern Canada. The developed R-vine copulas lead to the joint and conditional return periods of maximum volumes, for hydrologic design and cascade reservoir management in the basin. The main attraction of this approach to risk modelling is the flexibility in the choice of distributions used to model heavy-tailed marginals and co-dependencies.
机构:
East China Univ Sci & Technol, Key Lab Smart Mfg Energy Chem Proc, Minist Educ, Shanghai 200237, Peoples R ChinaEast China Univ Sci & Technol, Key Lab Smart Mfg Energy Chem Proc, Minist Educ, Shanghai 200237, Peoples R China
Chen, Hongmin
Jiao, Ling
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SupeZET Jingjiang Equipment Mfg Co Ltd, Shanghai, Peoples R ChinaEast China Univ Sci & Technol, Key Lab Smart Mfg Energy Chem Proc, Minist Educ, Shanghai 200237, Peoples R China
Jiao, Ling
Li, Shaojun
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East China Univ Sci & Technol, Key Lab Smart Mfg Energy Chem Proc, Minist Educ, Shanghai 200237, Peoples R ChinaEast China Univ Sci & Technol, Key Lab Smart Mfg Energy Chem Proc, Minist Educ, Shanghai 200237, Peoples R China
机构:
Hohai Univ, Coll Hydrol & Water Resources, Nanjing 210098, Jiangsu, Peoples R China
Hydraul Res Stn, POB 318, Wad Madani, SudanHohai Univ, Coll Hydrol & Water Resources, Nanjing 210098, Jiangsu, Peoples R China
Abdallah, Mohammed
Mohammadi, Babak
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Lund Univ, Dept Phys Geog & Ecosyst Sci, Solvegatan 12, SE-22362 Lund, SwedenHohai Univ, Coll Hydrol & Water Resources, Nanjing 210098, Jiangsu, Peoples R China
Mohammadi, Babak
Zaroug, Modathir A. H.
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Nile Basin Initiat Secretariat, Entebbe, UgandaHohai Univ, Coll Hydrol & Water Resources, Nanjing 210098, Jiangsu, Peoples R China
Zaroug, Modathir A. H.
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Omer, Abubaker
Cheraghalizadeh, Majid
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Univ Tehran, Dept Irrigat & Reclamat Engn, Karaj, IranHohai Univ, Coll Hydrol & Water Resources, Nanjing 210098, Jiangsu, Peoples R China
Cheraghalizadeh, Majid
Eldow, Mohamed E. E.
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Hydraul Res Stn, POB 318, Wad Madani, SudanHohai Univ, Coll Hydrol & Water Resources, Nanjing 210098, Jiangsu, Peoples R China
Eldow, Mohamed E. E.
Duan, Zheng
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Lund Univ, Dept Phys Geog & Ecosyst Sci, Solvegatan 12, SE-22362 Lund, SwedenHohai Univ, Coll Hydrol & Water Resources, Nanjing 210098, Jiangsu, Peoples R China
机构:
Yale Univ, Cowles Fdn Res Econ, New Haven, CT 06520 USAYale Univ, Cowles Fdn Res Econ, New Haven, CT 06520 USA
Chen, Xiaohong
Koenker, Roger
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Univ Illinois, Dept Econ, Champaign, IL 61820 USAYale Univ, Cowles Fdn Res Econ, New Haven, CT 06520 USA
Koenker, Roger
Xiao, Zhijie
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Boston Coll, Dept Econ, Chestnut Hill, MA 02467 USA
Tsinghua Univ, Beijing 100084, Peoples R ChinaYale Univ, Cowles Fdn Res Econ, New Haven, CT 06520 USA