Multivariate Assessment of Low-Flow Hazards via Copulas: The Case Study of the Çoruh Basin (Turkey)

Bivariate modeling and hazard assessment of low flows are performed exploiting copulas. 7-day low flows observed, respectively, in the upper, middle and lower parts of the Çoruh basin (Turkey) are examined, considering three pairs of certified stations located in different sub-basins. A thorough sta...

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Main Authors: Fatih Tosunoğlu, Gianfausto Salvadori, Muhammet Yilmaz
Format: Article
Language:English
Published: MDPI AG 2020-10-01
Series:Water
Subjects:
Online Access:https://www.mdpi.com/2073-4441/12/10/2848
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author Fatih Tosunoğlu
Gianfausto Salvadori
Muhammet Yilmaz
author_facet Fatih Tosunoğlu
Gianfausto Salvadori
Muhammet Yilmaz
author_sort Fatih Tosunoğlu
collection DOAJ
description Bivariate modeling and hazard assessment of low flows are performed exploiting copulas. 7-day low flows observed, respectively, in the upper, middle and lower parts of the Çoruh basin (Turkey) are examined, considering three pairs of certified stations located in different sub-basins. A thorough statistical analysis indicates that the GEV distribution can be used to model the marginal behavior of the low-flow. The joint distributions at each part are modeled via a dozen of copula families. As a result, the Husler–Reiss copula adequately fits the joint low flows in the upper part, while the t-Student copula turns out to best fit the other parts. In order to assess the low-flow hazard, these copulas are then used to compute joint return periods and failure probabilities under a critical bivariate “AND” hazard scenario. The results indicate that the middle and lower parts of the Çoruh basin are likely to experience the largest drought hazards. As a novelty, the statistical tools used allow to objectively quantify drought threatening in a thorough multivariate perspective, which involves distributional analysis, frequency analysis (return periods) and hazard analysis (failure probabilities).
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spelling doaj.art-5827dd4349af42b98584dd9066f7d8a12023-11-20T16:57:19ZengMDPI AGWater2073-44412020-10-011210284810.3390/w12102848Multivariate Assessment of Low-Flow Hazards via Copulas: The Case Study of the Çoruh Basin (Turkey)Fatih Tosunoğlu0Gianfausto Salvadori1Muhammet Yilmaz2Department of Civil Engineering, Erzurum Technical University, 25050 Erzurum, TurkeyDipartimento di Matematica e Fisica, Università del Salento, I-73100 Lecce, ItalyDepartment of Civil Engineering, Erzurum Technical University, 25050 Erzurum, TurkeyBivariate modeling and hazard assessment of low flows are performed exploiting copulas. 7-day low flows observed, respectively, in the upper, middle and lower parts of the Çoruh basin (Turkey) are examined, considering three pairs of certified stations located in different sub-basins. A thorough statistical analysis indicates that the GEV distribution can be used to model the marginal behavior of the low-flow. The joint distributions at each part are modeled via a dozen of copula families. As a result, the Husler–Reiss copula adequately fits the joint low flows in the upper part, while the t-Student copula turns out to best fit the other parts. In order to assess the low-flow hazard, these copulas are then used to compute joint return periods and failure probabilities under a critical bivariate “AND” hazard scenario. The results indicate that the middle and lower parts of the Çoruh basin are likely to experience the largest drought hazards. As a novelty, the statistical tools used allow to objectively quantify drought threatening in a thorough multivariate perspective, which involves distributional analysis, frequency analysis (return periods) and hazard analysis (failure probabilities).https://www.mdpi.com/2073-4441/12/10/2848low-flowhazard assessmentreturn periodfailure probabilitycopulaÇoruh basin
spellingShingle Fatih Tosunoğlu
Gianfausto Salvadori
Muhammet Yilmaz
Multivariate Assessment of Low-Flow Hazards via Copulas: The Case Study of the Çoruh Basin (Turkey)
Water
low-flow
hazard assessment
return period
failure probability
copula
Çoruh basin
title Multivariate Assessment of Low-Flow Hazards via Copulas: The Case Study of the Çoruh Basin (Turkey)
title_full Multivariate Assessment of Low-Flow Hazards via Copulas: The Case Study of the Çoruh Basin (Turkey)
title_fullStr Multivariate Assessment of Low-Flow Hazards via Copulas: The Case Study of the Çoruh Basin (Turkey)
title_full_unstemmed Multivariate Assessment of Low-Flow Hazards via Copulas: The Case Study of the Çoruh Basin (Turkey)
title_short Multivariate Assessment of Low-Flow Hazards via Copulas: The Case Study of the Çoruh Basin (Turkey)
title_sort multivariate assessment of low flow hazards via copulas the case study of the coruh basin turkey
topic low-flow
hazard assessment
return period
failure probability
copula
Çoruh basin
url https://www.mdpi.com/2073-4441/12/10/2848
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AT gianfaustosalvadori multivariateassessmentoflowflowhazardsviacopulasthecasestudyofthecoruhbasinturkey
AT muhammetyilmaz multivariateassessmentoflowflowhazardsviacopulasthecasestudyofthecoruhbasinturkey