Parameter extraction of solar cell models using chaotic asexual reproduction optimization

被引:53
作者
Yuan, Xiaofang [1 ]
He, Yuqing [1 ]
Liu, Liangjiang [2 ]
机构
[1] Hunan Univ, Coll Elect & Informat Engn, Changsha 410082, Hunan, Peoples R China
[2] Hunan Inst Metrol & Test, Changsha 410014, Hunan, Peoples R China
关键词
Parameter extraction; Solar cell models; Chaotic asexual reproduction optimization (CARO); Chaotic sequence; I-V CHARACTERISTICS; SWARM OPTIMIZATION; NUMERICAL-CALCULATION; ALGORITHM; SERIES; MODULES;
D O I
10.1007/s00521-014-1795-6
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
To simulate solar cell systems or to optimize photovoltaic (PV) system performance, the estimation of solar cell model parameters is extremely crucial. In this paper, the parameter extraction of solar cell models is formalized as a multi-dimensional optimization problem, and an objective function is established minimizing the errors between the estimated and measured data. A novel chaotic asexual reproduction optimization (CARO) using chaotic sequence for global search is applied to this parameter extraction problem. All the seven or five parameters of solar cell models are extracted simultaneously using measured input-output data. The CARO has been tested with different solar cell models, i.e., double diode, single diode, and PV module. Comparison simulation results with other parameter extraction techniques show that the CARO signifies its potential as another optional method.
引用
收藏
页码:1227 / 1239
页数:13
相关论文
共 43 条
[1]   Chaotic harmony search algorithms [J].
Alatas, Bilal .
APPLIED MATHEMATICS AND COMPUTATION, 2010, 216 (09) :2687-2699
[2]   Optimal extraction of solar cell parameters using pattern search [J].
AlHajri, M. F. ;
El-Naggar, K. M. ;
AlRashidi, M. R. ;
Al-Othman, A. K. .
RENEWABLE ENERGY, 2012, 44 :238-245
[3]   A new estimation approach for determining the I-V characteristics of solar cells [J].
AlRashidi, M. R. ;
AlHajri, M. F. ;
El-Naggar, K. M. ;
Al-Othman, A. K. .
SOLAR ENERGY, 2011, 85 (07) :1543-1550
[4]   A simple behavioural model for solar module electric characteristics based on the first order system step response for MPPT study and comparison [J].
Amrouche, Badia ;
Guessoum, Abderrezak ;
Belhamel, Maiouf .
APPLIED ENERGY, 2012, 91 (01) :395-404
[5]  
[Anonymous], 2007, 4 INT C COMP INT MAN
[6]   Artificial bee swarm optimization algorithm for parameters identification of solar cell models [J].
Askarzadeh, Alireza ;
Rezazadeh, Alireza .
APPLIED ENERGY, 2013, 102 :943-949
[7]   Control of leader-follower formation and path planning of mobile robots using Asexual Reproduction Optimization (ARO) [J].
Asl, Ali Noormohammadi ;
Menhaj, Mohammad Bagher ;
Sajedin, Atena .
APPLIED SOFT COMPUTING, 2014, 14 :563-576
[8]   A simple approach to determine the solar cell diode ideality factor under illumination [J].
Bayhan, H. ;
Bayhan, M. .
SOLAR ENERGY, 2011, 85 (05) :769-775
[9]   Design optimization with chaos embedded great deluge algorithm [J].
Baykasoglu, Adil .
APPLIED SOFT COMPUTING, 2012, 12 (03) :1055-1067
[10]   A radial basis function neural network based approach for the electrical characteristics estimation of a photovoltaic module [J].
Bonanno, F. ;
Capizzi, G. ;
Graditi, G. ;
Napoli, C. ;
Tina, G. M. .
APPLIED ENERGY, 2012, 97 :956-961