Comparative Analysis of Meta-Heuristic Algorithms for Optimal Sizing of Hybrid Renewable Energy System
被引:0
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作者:
Alshammari, Nahar
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机构:
Western Michigan Univ, Elect & Comp Engn Dept, Kalamazoo, MI 49008 USAWestern Michigan Univ, Elect & Comp Engn Dept, Kalamazoo, MI 49008 USA
Alshammari, Nahar
[1
]
Asumadu, Johnson
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机构:
Western Michigan Univ, Elect & Comp Engn Dept, Kalamazoo, MI 49008 USAWestern Michigan Univ, Elect & Comp Engn Dept, Kalamazoo, MI 49008 USA
Asumadu, Johnson
[1
]
机构:
[1] Western Michigan Univ, Elect & Comp Engn Dept, Kalamazoo, MI 49008 USA
来源:
2020 IEEE INTERNATIONAL CONFERENCE ON ELECTRO INFORMATION TECHNOLOGY (EIT)
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2020年
关键词:
Hybrid Renewable Energy System (HRES);
independent t-test sample;
Particle Swarm Optimization (PSO);
Harmony Search (HS);
Firefly Algorithm (FA);
Cultural Algorithm (CA);
flower pollination algorithm (FPA);
OPTIMIZATION ALGORITHM;
D O I:
10.1109/eit48999.2020.9208343
中图分类号:
TP39 [计算机的应用];
学科分类号:
081203 ;
0835 ;
摘要:
This study analyzes and evaluates five meta-heuristic algorithms, the Particle Swarm Optimization (PSO), the Harmony Search (HS), the Firefly Algorithm (FA), the Cultural Algorithm (CA), and the flower pollination algorithm (FPA), to address optimal configuration of Hybrid Renewable Energy System (HRES). The proposed hybrid system is comprised of a Photovoltaic (PV), wind turbine, and biomass generator designed to meet the electrical load of a remote village located in Saudi Arabia. The objective of optimizing the system is to identify an optimum system configuration with minimum total net present costs (TNPC). Per each technique, simulations have been made for 30 independent runs to verify the proposed methodology. The results of the five algorithms (minimum TNPC) were examined using an independent t-test sample. The analysis demonstrates that the FPA was the best algorithm followed by the FA.
机构:
Univ Dschang, Fac Sci, Dept Phys, Res Unit Condensed Matter Elect & Signal Proc RU M, PO Box 67, Dschang, CameroonUniv Dschang, Fac Sci, Dept Phys, Res Unit Condensed Matter Elect & Signal Proc RU M, PO Box 67, Dschang, Cameroon
Loh, Boris-Edmond Bohteh
Nfah, Eustace Mbaka
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机构:
Univ Dschang, Elect Engn Dept IUT FV Bandjoun, Res Unit Automat & Appl Comp RU AIA, POB 134, Bandjoun, Cameroon
Univ Bamenda, Natl Higher Polytech Inst, Dept Elect & Elect Engn, POB 39, Bambili, CameroonUniv Dschang, Fac Sci, Dept Phys, Res Unit Condensed Matter Elect & Signal Proc RU M, PO Box 67, Dschang, Cameroon