Numerical method for the extraction of photovoltaic module double-diode model parameters through cluster analysis

被引:176
作者
Sandrolini, L. [1 ]
Artioli, M. [1 ]
Reggiani, U. [1 ]
机构
[1] Alma Mater Studiorum Univ Bologna, Dept Elect Engn, I-40136 Bologna, Italy
关键词
Renewable energy sources; Photovoltaic module; Equivalent circuit; Parameter extraction; Particle swarm optimization; Cluster analysis; DOUBLE EXPONENTIAL MODEL; SOLAR-CELL; PHYSICAL PARAMETERS; VOLTAGE; OPTIMIZATION;
D O I
10.1016/j.apenergy.2009.07.022
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
080707 [能源环境工程]; 082001 [油气井工程];
摘要
A numerical procedure for the extraction of the double-diode model parameters of photovoltaic (PV) modules is described. A particle swarm optimization algorithm is used to fit the calculated current-voltage characteristic of a PV module to the experimental one. As no recurrent solution was found in the large number of simulations carried out, mainly because of the stochastic nature of the optimization algorithm, statistics in combination with cluster analysis was employed to give an insight into the PV module parameters. This approach allows one to obtain a set of parameters which is reasonable and representative of the physical system. (C) 2009 Elsevier Ltd. All rights reserved.
引用
收藏
页码:442 / 451
页数:10
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