As the tidal current energy has become a significant replacement for conventional energy, the efficiency of the tidal current turbine is highly stressed. An optimal design of the turbine blades can greatly boost the energy conversion efficiency of the turbine. This study focused on the key technologies of hydraulic turbine geometric modeling and reconstruction. The blade element momentum theory was adopted to obtain the distribution of the twist angle and chord of blade, based on which a parameterized model of the original rotor was established. Further, the artificial neural network and the Genetic Algorithm (GA) were utilized to optimize the performance of the original blades. Meanwhile, the approximate model trained by Artificial Neural Network (ANN) was used as the objective function of GA optimization, which greatly improved the iterative speed. Then, an error reactive mechanism was established to ensure the accuracy of the performance prediction. According to numerical simulations based on Computational Fluid Dynamics (CFD), the energy conversion efficiency of the optimized rotor was higher than that of the original rotor under the blade-tip speed ratios considered. The efficiency was improved by 8.5% at most. And the thrust coefficient increased significantly in the optimized model.
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Univ Tunis El Manar, Natl Engn Sch Tunis ENIT, Lab Res Automat Control LARA, BP 37, Tunis 1002, Tunisia
Univ Basque Country, Engn Sch Bilbao, Dept Automat Control & Syst Engn, ACG, Bilbao 48012, SpainUniv Tunis El Manar, Natl Engn Sch Tunis ENIT, Lab Res Automat Control LARA, BP 37, Tunis 1002, Tunisia
Ghefiri, Khaoula
Bouallegue, Soufiene
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Univ Tunis El Manar, Natl Engn Sch Tunis ENIT, Lab Res Automat Control LARA, BP 37, Tunis 1002, TunisiaUniv Tunis El Manar, Natl Engn Sch Tunis ENIT, Lab Res Automat Control LARA, BP 37, Tunis 1002, Tunisia
Bouallegue, Soufiene
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Garrido, Izaskun
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Garrido, Aitor J.
Haggege, Joseph
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Univ Tunis El Manar, Natl Engn Sch Tunis ENIT, Lab Res Automat Control LARA, BP 37, Tunis 1002, TunisiaUniv Tunis El Manar, Natl Engn Sch Tunis ENIT, Lab Res Automat Control LARA, BP 37, Tunis 1002, Tunisia
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ENSET Mohammed V Univ Rabat, LM2PI, Ave Forces Armees Royales, Rabat 10100, Morocco
Res Inst Solar Energy & New Energies IRESEN, Green Energy Pk, Benguerir, MoroccoENSET Mohammed V Univ Rabat, LM2PI, Ave Forces Armees Royales, Rabat 10100, Morocco
Hazim, S.
El Ouatouati, A.
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ENSET Mohammed V Univ Rabat, LM2PI, Ave Forces Armees Royales, Rabat 10100, MoroccoENSET Mohammed V Univ Rabat, LM2PI, Ave Forces Armees Royales, Rabat 10100, Morocco
El Ouatouati, A.
Janan, M. Taha
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ENSET Mohammed V Univ Rabat, LM2PI, Ave Forces Armees Royales, Rabat 10100, MoroccoENSET Mohammed V Univ Rabat, LM2PI, Ave Forces Armees Royales, Rabat 10100, Morocco
Janan, M. Taha
Ghennioui, A.
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Res Inst Solar Energy & New Energies IRESEN, Green Energy Pk, Benguerir, MoroccoENSET Mohammed V Univ Rabat, LM2PI, Ave Forces Armees Royales, Rabat 10100, Morocco
机构:
Univ Tunis El Manar, Natl Engn Sch Tunis ENIT, Lab Res Automat Control LARA, BP 37, Tunis 1002, Tunisia
Univ Basque Country, Engn Sch Bilbao, Dept Automat Control & Syst Engn, ACG, Bilbao 48012, SpainUniv Tunis El Manar, Natl Engn Sch Tunis ENIT, Lab Res Automat Control LARA, BP 37, Tunis 1002, Tunisia
Ghefiri, Khaoula
Bouallegue, Soufiene
论文数: 0引用数: 0
h-index: 0
机构:
Univ Tunis El Manar, Natl Engn Sch Tunis ENIT, Lab Res Automat Control LARA, BP 37, Tunis 1002, TunisiaUniv Tunis El Manar, Natl Engn Sch Tunis ENIT, Lab Res Automat Control LARA, BP 37, Tunis 1002, Tunisia
Bouallegue, Soufiene
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机构:
Garrido, Izaskun
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h-index:
机构:
Garrido, Aitor J.
Haggege, Joseph
论文数: 0引用数: 0
h-index: 0
机构:
Univ Tunis El Manar, Natl Engn Sch Tunis ENIT, Lab Res Automat Control LARA, BP 37, Tunis 1002, TunisiaUniv Tunis El Manar, Natl Engn Sch Tunis ENIT, Lab Res Automat Control LARA, BP 37, Tunis 1002, Tunisia
机构:
ENSET Mohammed V Univ Rabat, LM2PI, Ave Forces Armees Royales, Rabat 10100, Morocco
Res Inst Solar Energy & New Energies IRESEN, Green Energy Pk, Benguerir, MoroccoENSET Mohammed V Univ Rabat, LM2PI, Ave Forces Armees Royales, Rabat 10100, Morocco
Hazim, S.
El Ouatouati, A.
论文数: 0引用数: 0
h-index: 0
机构:
ENSET Mohammed V Univ Rabat, LM2PI, Ave Forces Armees Royales, Rabat 10100, MoroccoENSET Mohammed V Univ Rabat, LM2PI, Ave Forces Armees Royales, Rabat 10100, Morocco
El Ouatouati, A.
Janan, M. Taha
论文数: 0引用数: 0
h-index: 0
机构:
ENSET Mohammed V Univ Rabat, LM2PI, Ave Forces Armees Royales, Rabat 10100, MoroccoENSET Mohammed V Univ Rabat, LM2PI, Ave Forces Armees Royales, Rabat 10100, Morocco
Janan, M. Taha
Ghennioui, A.
论文数: 0引用数: 0
h-index: 0
机构:
Res Inst Solar Energy & New Energies IRESEN, Green Energy Pk, Benguerir, MoroccoENSET Mohammed V Univ Rabat, LM2PI, Ave Forces Armees Royales, Rabat 10100, Morocco