Comparative analysis of some evolutionary-based models in optimization of dam reservoirs operation
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作者:
Sharifi, Mohammad Reza
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Shahid Chamran Univ Ahvaz, Fac Water & Environm Engn, Dept Hydrol & Water Resources, Ahvaz, IranShahid Chamran Univ Ahvaz, Fac Water & Environm Engn, Dept Hydrol & Water Resources, Ahvaz, Iran
Sharifi, Mohammad Reza
[1
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Akbarifard, Saeid
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Shahid Chamran Univ Ahvaz, Fac Water & Environm Engn, Dept Hydrol & Water Resources, Ahvaz, IranShahid Chamran Univ Ahvaz, Fac Water & Environm Engn, Dept Hydrol & Water Resources, Ahvaz, Iran
Akbarifard, Saeid
[1
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Qaderi, Kourosh
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Shahid Bahonar Univ Kerman, Dept Water Engn, Fac Agr, Kerman, IranShahid Chamran Univ Ahvaz, Fac Water & Environm Engn, Dept Hydrol & Water Resources, Ahvaz, Iran
Qaderi, Kourosh
[2
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Madadi, Mohamad Reza
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Univ Jiroft, Dept Water Engn, Fac Agr, Jiroft, IranShahid Chamran Univ Ahvaz, Fac Water & Environm Engn, Dept Hydrol & Water Resources, Ahvaz, Iran
Madadi, Mohamad Reza
[3
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机构:
[1] Shahid Chamran Univ Ahvaz, Fac Water & Environm Engn, Dept Hydrol & Water Resources, Ahvaz, Iran
[2] Shahid Bahonar Univ Kerman, Dept Water Engn, Fac Agr, Kerman, Iran
[3] Univ Jiroft, Dept Water Engn, Fac Agr, Jiroft, Iran
Y Deriving optimal operation policies for multi-reservoir systems is a complex engineering problem. It is necessary to employ a reliable technique to efficiently solving such complex problems. In this study, five recently-introduced robust evolutionary algorithms (EAs) of Harris hawks optimization algorithm (HHO), seagull optimization algorithm (SOA), sooty tern optimization algorithm (STOA), tunicate swarm algorithm (TSA) and moth swarm algorithm (MSA) were employed, for the first time, to optimal operation of Halilrood multi-reservoir system. This system includes three dams with parallel and series arrangements simultaneously. The results of mentioned algorithms were compared with two well-known methods of genetic algorithm (GA) and particle swarm optimization (PSO) algorithm. The objective function of the optimization model was defined as the minimization of total deficit over 223 months of reservoirs operation. Four performance criteria of reliability, resilience, vulnerability and sustainability were used to compare the algorithms' efficiency in optimization of this multi-reservoir operation. It was observed that the MSA algorithm with the best value of objective function (6.96), the shortest CPU run-time (6738 s) and the fastest convergence rate (<2000 iterations) was the superior algorithm, and the HHO algorithm placed in the next rank. The GA, and the PSO were placed in the middle ranks and the SOA, and the STOA placed in the lowest ranks. Furthermore, the comparison of utilized algorithms in terms of sustainability index indicated the higher performance of the MSA in generating the best operation scenarios for the Halilrood multi-reservoir system. The application of robust EAs, notably the MSA algorithm, to improve the operation policies of multi-reservoir systems is strongly recommended to water resources managers and decision-makers.
机构:
Univ Tabriz, Fac Agr, Dept Water Engn, Tabriz 51666, IranUniv Tabriz, Fac Agr, Dept Water Engn, Tabriz 51666, Iran
Feizi, Hajar
Sattari, Mohammad Taghi
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Univ Tabriz, Fac Agr, Dept Water Engn, Tabriz 51666, Iran
Ankara Univ, Fac Agr, Dept Agr Engn, TR-06110 Ankara, TurkiyeUniv Tabriz, Fac Agr, Dept Water Engn, Tabriz 51666, Iran
Sattari, Mohammad Taghi
Apaydin, Halit
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Ankara Univ, Fac Agr, Dept Agr Engn, TR-06110 Ankara, TurkiyeUniv Tabriz, Fac Agr, Dept Water Engn, Tabriz 51666, Iran
机构:
Bandung Inst Technol, Fac Mech & Aerosp Engn, Jl Ganesha 10, Bandung 40132, West Java, IndonesiaBandung Inst Technol, Fac Mech & Aerosp Engn, Jl Ganesha 10, Bandung 40132, West Java, Indonesia
Bimo Dwianto, Yohanes
Satria Palar, Pramudita
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Bandung Inst Technol, Fac Mech & Aerosp Engn, Jl Ganesha 10, Bandung 40132, West Java, IndonesiaBandung Inst Technol, Fac Mech & Aerosp Engn, Jl Ganesha 10, Bandung 40132, West Java, Indonesia
Satria Palar, Pramudita
Rizki Zuhal, Lavi
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Bandung Inst Technol, Fac Mech & Aerosp Engn, Jl Ganesha 10, Bandung 40132, West Java, IndonesiaBandung Inst Technol, Fac Mech & Aerosp Engn, Jl Ganesha 10, Bandung 40132, West Java, Indonesia
Rizki Zuhal, Lavi
Oyama, Akira
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Japan Aerosp Explorat Agcy, Inst Space & Aeronaut Sci, Sagamihara, Kanagawa 2525210, JapanBandung Inst Technol, Fac Mech & Aerosp Engn, Jl Ganesha 10, Bandung 40132, West Java, Indonesia