Photovoltaic;
Wind;
Electric vehicle;
Charging Station;
Grid;
Economic analysis;
Energy management;
Power exchange;
Energy;
D O I:
10.1016/j.est.2024.113448
中图分类号:
TE [石油、天然气工业];
TK [能源与动力工程];
学科分类号:
0807 ;
0820 ;
摘要:
This paper proposes a novel hybrid strategy for energy management in a grid-connected solar-wind hybrid system with electric vehicles (EVs) charging station (CS). The proposed hybrid method is the combined execution of the Coati Optimization Algorithm (COA) and Quantum Neural Network (QNN). Hence named as, COA-QNN Approach. The major purpose of this strategy is to minimize the power exchanged with the grid and reduce the annual cost of the system. This is achieved by optimizing the interaction between the utility grid and system components, including wind turbines, solar panels and EVs. The COA-QNN Approach ensures efficient power exchange and considers the cost implications of energy bought from and supplied to the grid. This technique introduces a more effective way to manage energy flow and cost in hybrid renewable energy systems, leveraging the strengths of the COA and QNN to enhance overall system performance and economic viability. By then, using the MATLAB platform, the proposed technique's efficacy is compared to other techniques that are now in use. The proposed strategy outperforms all existing approaches, including Heap Based Optimization (HBO), Wild Horse Optimizer (WHO), and Particle Swarm Optimization (PSO).The proposed technique costs $0.1968 per kW annually.
机构:
Ecole Super Technol Fes, USMBA, Route Imouzzer,BP 2427, Fes, MoroccoEcole Super Technol Fes, USMBA, Route Imouzzer,BP 2427, Fes, Morocco
Allouhi, A.
Rehman, S.
论文数: 0引用数: 0
h-index: 0
机构:
King Fahd Univ Petr & Minerals, Interdisciplinary Res Ctr Renewable Energy & Power, Dhahran 31261, Saudi ArabiaEcole Super Technol Fes, USMBA, Route Imouzzer,BP 2427, Fes, Morocco
机构:
Univ Hradec Kralove, Fac Sci, Dept Math, Rokitanskeho 62, Hradec Kralove 50003, Czech RepublicUniv Hradec Kralove, Fac Sci, Dept Math, Rokitanskeho 62, Hradec Kralove 50003, Czech Republic
Dehghani, Mohammad
Montazeri, Zeinab
论文数: 0引用数: 0
h-index: 0
机构:
Shiraz Univ Technol, Dept Elect & Elect Engn, Shiraz, IranUniv Hradec Kralove, Fac Sci, Dept Math, Rokitanskeho 62, Hradec Kralove 50003, Czech Republic
Montazeri, Zeinab
Trojovska, Eva
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hradec Kralove, Fac Sci, Dept Math, Rokitanskeho 62, Hradec Kralove 50003, Czech RepublicUniv Hradec Kralove, Fac Sci, Dept Math, Rokitanskeho 62, Hradec Kralove 50003, Czech Republic
Trojovska, Eva
Trojovsky, Pavel
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hradec Kralove, Fac Sci, Dept Math, Rokitanskeho 62, Hradec Kralove 50003, Czech RepublicUniv Hradec Kralove, Fac Sci, Dept Math, Rokitanskeho 62, Hradec Kralove 50003, Czech Republic
机构:
Ecole Super Technol Fes, USMBA, Route Imouzzer,BP 2427, Fes, MoroccoEcole Super Technol Fes, USMBA, Route Imouzzer,BP 2427, Fes, Morocco
Allouhi, A.
Rehman, S.
论文数: 0引用数: 0
h-index: 0
机构:
King Fahd Univ Petr & Minerals, Interdisciplinary Res Ctr Renewable Energy & Power, Dhahran 31261, Saudi ArabiaEcole Super Technol Fes, USMBA, Route Imouzzer,BP 2427, Fes, Morocco
机构:
Univ Hradec Kralove, Fac Sci, Dept Math, Rokitanskeho 62, Hradec Kralove 50003, Czech RepublicUniv Hradec Kralove, Fac Sci, Dept Math, Rokitanskeho 62, Hradec Kralove 50003, Czech Republic
Dehghani, Mohammad
Montazeri, Zeinab
论文数: 0引用数: 0
h-index: 0
机构:
Shiraz Univ Technol, Dept Elect & Elect Engn, Shiraz, IranUniv Hradec Kralove, Fac Sci, Dept Math, Rokitanskeho 62, Hradec Kralove 50003, Czech Republic
Montazeri, Zeinab
Trojovska, Eva
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hradec Kralove, Fac Sci, Dept Math, Rokitanskeho 62, Hradec Kralove 50003, Czech RepublicUniv Hradec Kralove, Fac Sci, Dept Math, Rokitanskeho 62, Hradec Kralove 50003, Czech Republic
Trojovska, Eva
Trojovsky, Pavel
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hradec Kralove, Fac Sci, Dept Math, Rokitanskeho 62, Hradec Kralove 50003, Czech RepublicUniv Hradec Kralove, Fac Sci, Dept Math, Rokitanskeho 62, Hradec Kralove 50003, Czech Republic