The present study aims at the application of the hybrid model, which consists of artificial neural network and fuzzy logic in the reservoir operating policy during critical periods. The proposed hybrid model [fuzzy neural network (FNN)] combines the learning ability of artificial neural networks and the transparent nature of fuzzy logic. The FNN model is found to be highly adaptive and efficient in investigating nonlinear relationships among different variables. The FNN model has been developed to study the behavior of optimal release operating policy on the proposed reservoir in Pagladiya River of the Assam State in India. Here, reservoir operation policies were formulated through dynamic programming. The optimal release was related to storage, inflow, and demand. The advantages of using the FNN model in reservoir release are discussed using the case study.
机构:
Hangzhou Dianzi Univ, Automat Coll, Belt & Rd Informat Res Inst, Hangzhou 310018, Peoples R ChinaHangzhou Dianzi Univ, Automat Coll, Belt & Rd Informat Res Inst, Hangzhou 310018, Peoples R China
Zhang, Ridong
Tao, Jili
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Zhejiang Univ, Ningbo Inst Technol, Ningbo 315100, Zhejiang, Peoples R ChinaHangzhou Dianzi Univ, Automat Coll, Belt & Rd Informat Res Inst, Hangzhou 310018, Peoples R China
机构:
Dalian Maritime Univ, Sch Maritime Econ & Management, Dalian 116026, Peoples R ChinaDalian Maritime Univ, Sch Maritime Econ & Management, Dalian 116026, Peoples R China
Liu, Yang
Ma, Xiaoxue
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Dalian Maritime Univ, Publ Adm & Humanities Coll, Dalian 116026, Peoples R ChinaDalian Maritime Univ, Sch Maritime Econ & Management, Dalian 116026, Peoples R China
Ma, Xiaoxue
Qiao, Weiliang
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Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R ChinaDalian Maritime Univ, Sch Maritime Econ & Management, Dalian 116026, Peoples R China
Qiao, Weiliang
Luo, Huiwen
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New York Univ Shanghai, Coll Arts & Sci, Shanghai 200120, Peoples R ChinaDalian Maritime Univ, Sch Maritime Econ & Management, Dalian 116026, Peoples R China
Luo, Huiwen
He, Peilong
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Dalian Maritime Univ, Publ Adm & Humanities Coll, Dalian 116026, Peoples R ChinaDalian Maritime Univ, Sch Maritime Econ & Management, Dalian 116026, Peoples R China
机构:
Hebei Normal Univ, Coll Fine Arts & Design, Shijiazhuang 050024, Hebei, Peoples R ChinaHebei Normal Univ, Coll Fine Arts & Design, Shijiazhuang 050024, Hebei, Peoples R China