An efficient capuchin search algorithm for extracting the parameters of different PV cells/modules

被引:2
作者
Ali, Hossam Hassan [1 ]
Fathy, Ahmed [2 ,3 ]
Al-Dhaifallah, Mujahed [4 ,5 ]
Abdelaziz, Almoataz Y. [6 ]
Ebeed, Mohamed [7 ]
机构
[1] Sohag Univ, Fac Technol & Educ, Elect Dept, Sohag, Egypt
[2] Jouf Univ, Fac Engn, Elect Engn Dept, Sakaka, Saudi Arabia
[3] Zagazig Univ, Fac Engn, Elect Power & Machine Dept, Zagazig, Egypt
[4] King Fahd Univ Petr & Minerals, Control & Instrumentat Engn Dept, Dhahran, Saudi Arabia
[5] King Fahd Univ Petr & Minerals, Interdisciplinary Res Ctr IRC Renewable Energy & P, Dhahran, Saudi Arabia
[6] Future Univ Egypt, Fac Engn & Technol, Cairo, Egypt
[7] Sohag Univ, Fac Engn, Dept Elect Engn, Sohag, Egypt
关键词
capuchin search algorithm; PV equivalent circuit; optimization; parameter estimation; renewable energy; FLOWER POLLINATION ALGORITHM; GRADIENT-BASED OPTIMIZATION; SINGLE-DIODE MODEL; PHOTOVOLTAIC CELL; JAYA ALGORITHM; IDENTIFICATION;
D O I
10.3389/fenrg.2022.1028816
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
Constructing an equivalent circuit for the photovoltaic (PV) generating unit converging the real operation is a difficult process because of unavailability of some parameters. Many approaches have been conducted in this field; however, they have some problems in computational time and are stuck in local optima. Therefore, this study proposes a simple, robust, and efficient methodology-incorporated capuchin search algorithm (CapSA) to construct the equivalent circuit of the PV generating unit via identifying its parameters. The CapSA is selected as it is simple and requires less computational time in addition to exploration/exploitation balance that avoids local optima. The process is formulated as an optimization problem, which aims at minimizing the root mean square error (RMSE) between measured and simulated currents. A single-diode model (SDM), double-diode model (DDM), and three-diode model (TDM) of different PV cells and panels operating at either constant or variable weather conditions are constructed. A comparison to different programmed metaheuristic approaches is conducted. The best RMSE values obtained by the proposed CapSA are 2.27804E-04, 1.3808E-04, and 1.5182E-04 for SDM, DDM, and TDM of PVW 752 cell, respectively. For the KC200GT panel, the proposed approach achieved the best fitness values of 3.4440E-04, 1.5617E-03, and 6.6008E-03 at 25?, 50?, and 75?, respectively. The obtained results confirmed the superiority and competence of the proposed CapSA in constructing a reliable equivalent circuit for the PV cell/panel.
引用
收藏
页数:21
相关论文
共 54 条
[41]   New method for computing single diode model parameters of photovoltaic modules [J].
Senturk, Ali .
RENEWABLE ENERGY, 2018, 128 :30-36
[42]   A Forensic-Based Investigation Algorithm for Parameter Extraction of Solar Cell Models [J].
Shaheen, Abdullah M. ;
Ginidi, Ahmed Rabie ;
El-Sehiemy, Ragab A. ;
Ghoneim, Sherif S. M. .
IEEE ACCESS, 2021, 9 :1-20
[43]   An Effective Method for Parameter Estimation of Solar PV Cell Using Grey-Wolf Optimization Technique [J].
Sharma, Abhishek ;
Sharma, Abhinav ;
Moshe, Averbukh ;
Raj, Nikhil ;
Pachauri, Rupendra Kumar .
INTERNATIONAL JOURNAL OF MATHEMATICAL ENGINEERING AND MANAGEMENT SCIENCES, 2021, 6 (03) :911-931
[44]   Photovoltaic Model Identification Using Particle Swarm Optimization With Inverse Barrier Constraint [J].
Soon, Jing Jun ;
Low, Kay-Soon .
IEEE TRANSACTIONS ON POWER ELECTRONICS, 2012, 27 (09) :3975-3983
[45]  
Stornelli V., 2019, ENERGIES, V12, P2019, DOI [DOI 10.3390/en12224271, nnnn10.3390/en12224271]
[46]   Photovoltaic cell parameter estimation based on improved equilibrium optimizer algorithm [J].
Wang, Jingbo ;
Yang, Bo ;
Li, Danyang ;
Zeng, Chunyuan ;
Chen, Yijun ;
Guo, Zhengxun ;
Zhang, Xiaoshun ;
Tan, Tian ;
Shu, Hongchun ;
Yu, Tao .
ENERGY CONVERSION AND MANAGEMENT, 2021, 236
[47]   A novel Elite Opposition-based Jaya algorithm for parameter estimation of photovoltaic cell models [J].
Wang, Long ;
Huang, Chao .
OPTIK, 2018, 155 :351-356
[48]   Comprehensive overview of meta-heuristic algorithm applications on PV cell parameter identification [J].
Yang, Bo ;
Wang, Jingbo ;
Zhang, Xiaoshun ;
Yu, Tao ;
Yao, Wei ;
Shu, Hongchun ;
Zeng, Fang ;
Sun, Liming .
ENERGY CONVERSION AND MANAGEMENT, 2020, 208
[49]   Identifying the parameters of different configurations of photovoltaic models based on recent artificial ecosystem-based optimization approach [J].
Yousri, Dalia ;
Rezk, Hegazy ;
Fathy, Ahmed .
INTERNATIONAL JOURNAL OF ENERGY RESEARCH, 2020, 44 (14) :11302-11322
[50]   A performance-guided JAYA algorithm for parameters identification of photovoltaic cell and module [J].
Yu, Kunjie ;
Qu, Boyang ;
Yue, Caitong ;
Ge, Shilei ;
Chen, Xu ;
Liang, Jing .
APPLIED ENERGY, 2019, 237 :241-257