An Effective Method for Parameter Estimation of Solar PV Cell Using Grey-Wolf Optimization Technique
被引:18
作者:
Sharma, Abhishek
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机构:
Univ Petr & Energy Studies, Res & Dev Dept, Dehra Dun, Uttarakhand, IndiaUniv Petr & Energy Studies, Res & Dev Dept, Dehra Dun, Uttarakhand, India
Sharma, Abhishek
[1
]
Sharma, Abhinav
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机构:
Univ Petr & Energy Studies, Dept Elect & Elect Engn, Dehra Dun, Uttarakhand, IndiaUniv Petr & Energy Studies, Res & Dev Dept, Dehra Dun, Uttarakhand, India
Sharma, Abhinav
[2
]
Moshe, Averbukh
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机构:
Ariel Univ, Dept Elect & Elect Engn, Ariel, IsraelUniv Petr & Energy Studies, Res & Dev Dept, Dehra Dun, Uttarakhand, India
Moshe, Averbukh
[3
]
Raj, Nikhil
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机构:
Univ Petr & Energy Studies, Res & Dev Dept, Dehra Dun, Uttarakhand, IndiaUniv Petr & Energy Studies, Res & Dev Dept, Dehra Dun, Uttarakhand, India
Raj, Nikhil
[1
]
论文数: 引用数:
h-index:
机构:
Pachauri, Rupendra Kumar
[2
]
机构:
[1] Univ Petr & Energy Studies, Res & Dev Dept, Dehra Dun, Uttarakhand, India
[2] Univ Petr & Energy Studies, Dept Elect & Elect Engn, Dehra Dun, Uttarakhand, India
[3] Ariel Univ, Dept Elect & Elect Engn, Ariel, Israel
Photovoltaic;
GWO;
Parameter extraction;
Single-diode model;
Double-diode model;
MAXIMUM POWER POINT;
RENEWABLE ENERGY;
DIODE MODEL;
EXTRACTION;
ALGORITHM;
IDENTIFICATION;
SYSTEM;
D O I:
10.33889/IJMEMS.2021.6.3.054
中图分类号:
T [工业技术];
学科分类号:
08 ;
摘要:
In the field of renewable energy, the extraction of parameters for solar photovoltaic (PV) cells is a widely studied area of research. Parameter extraction of solar PV cell is a highly non-linear complex optimization problem. In this research work, the authors have explored grey wolf optimization (GWO) algorithm to estimate the optimized value of the unknown parameters of a PV cell. The simulation results have been compared with five different pre-existing optimization algorithms: gravitational search algorithm (GSA), a hybrid of particle swarm optimization and gravitational search algorithm (PSOGSA), sine cosine (SCA), chicken swarm optimization (CSO) and cultural algorithm (CA). Furthermore, a comparison with the algorithms existing in the literature is also carried out. The comparative results comprehensively demonstrate that GWO outperforms the existing optimization algorithms in terms of root mean square error (RMSE) and the rate of convergence. Furthermore, the statistical results validate and indicate that GWO algorithm is better than other algorithms in terms of average accuracy and robustness. An extensive comparison of electrical performance parameters: maximum current, voltage, power, and fill factor (FF) has been carried out for both PV model.
机构:
Univ Teknol Malaysia, Fac Elect Engn, Skudai 81310, Johor Bahru, Malaysia
Karachi Inst Econ & Technol, Karachi 75190, PakistanUniv Teknol Malaysia, Fac Elect Engn, Skudai 81310, Johor Bahru, Malaysia
Ishaque, Kashif
;
Salam, Zainal
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机构:
Univ Teknol Malaysia, Fac Elect Engn, Skudai 81310, Johor Bahru, MalaysiaUniv Teknol Malaysia, Fac Elect Engn, Skudai 81310, Johor Bahru, Malaysia
Salam, Zainal
;
Mekhilef, Saad
论文数: 0引用数: 0
h-index: 0
机构:
Univ Malaya, Dept Elect Engn, Fac Engn, Kuala Lumpur, MalaysiaUniv Teknol Malaysia, Fac Elect Engn, Skudai 81310, Johor Bahru, Malaysia
Mekhilef, Saad
;
Shamsudin, Amir
论文数: 0引用数: 0
h-index: 0
机构:
Univ Teknol Malaysia, Fac Elect Engn, Skudai 81310, Johor Bahru, MalaysiaUniv Teknol Malaysia, Fac Elect Engn, Skudai 81310, Johor Bahru, Malaysia
机构:
Univ Malaya, Dept Elect Engn, Kuala Lumpur 50603, MalaysiaUniv Malaya, Dept Elect Engn, Kuala Lumpur 50603, Malaysia
Ismail, M. S.
;
Moghavvemi, M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Malaya, Dept Elect Engn, Kuala Lumpur 50603, Malaysia
Univ Tehran, Fac Elect & Comp Engn, Tehran, IranUniv Malaya, Dept Elect Engn, Kuala Lumpur 50603, Malaysia
Moghavvemi, M.
;
Mahlia, T. M. I.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Tenaga Nas, Dept Mech Engn, Kajang 43000, Selangor, Malaysia
Syiah Kuala Univ, Dept Mech Engn, Banda Aceh 23111, IndonesiaUniv Malaya, Dept Elect Engn, Kuala Lumpur 50603, Malaysia
Jayapriya J, 2015, 2015 INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTING, COMMUNICATIONS AND INFORMATICS (ICACCI), P210, DOI 10.1109/ICACCI.2015.7275611
机构:
Univ Teknol Malaysia, Fac Elect Engn, Skudai 81310, Johor Bahru, Malaysia
Karachi Inst Econ & Technol, Karachi 75190, PakistanUniv Teknol Malaysia, Fac Elect Engn, Skudai 81310, Johor Bahru, Malaysia
Ishaque, Kashif
;
Salam, Zainal
论文数: 0引用数: 0
h-index: 0
机构:
Univ Teknol Malaysia, Fac Elect Engn, Skudai 81310, Johor Bahru, MalaysiaUniv Teknol Malaysia, Fac Elect Engn, Skudai 81310, Johor Bahru, Malaysia
Salam, Zainal
;
Mekhilef, Saad
论文数: 0引用数: 0
h-index: 0
机构:
Univ Malaya, Dept Elect Engn, Fac Engn, Kuala Lumpur, MalaysiaUniv Teknol Malaysia, Fac Elect Engn, Skudai 81310, Johor Bahru, Malaysia
Mekhilef, Saad
;
Shamsudin, Amir
论文数: 0引用数: 0
h-index: 0
机构:
Univ Teknol Malaysia, Fac Elect Engn, Skudai 81310, Johor Bahru, MalaysiaUniv Teknol Malaysia, Fac Elect Engn, Skudai 81310, Johor Bahru, Malaysia
机构:
Univ Malaya, Dept Elect Engn, Kuala Lumpur 50603, MalaysiaUniv Malaya, Dept Elect Engn, Kuala Lumpur 50603, Malaysia
Ismail, M. S.
;
Moghavvemi, M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Malaya, Dept Elect Engn, Kuala Lumpur 50603, Malaysia
Univ Tehran, Fac Elect & Comp Engn, Tehran, IranUniv Malaya, Dept Elect Engn, Kuala Lumpur 50603, Malaysia
Moghavvemi, M.
;
Mahlia, T. M. I.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Tenaga Nas, Dept Mech Engn, Kajang 43000, Selangor, Malaysia
Syiah Kuala Univ, Dept Mech Engn, Banda Aceh 23111, IndonesiaUniv Malaya, Dept Elect Engn, Kuala Lumpur 50603, Malaysia
Jayapriya J, 2015, 2015 INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTING, COMMUNICATIONS AND INFORMATICS (ICACCI), P210, DOI 10.1109/ICACCI.2015.7275611