An improved modeling method to determine the model parameters of photovoltaic (PV) modules using differential evolution (DE)

被引:321
作者
Ishaque, Kashif [1 ]
Salam, Zainal [1 ]
机构
[1] Univ Teknol Malaysia, Fac Elect Engn, Skudai 81310, Johor Bahru, Malaysia
关键词
Differential evolution (DE); Mono-crystalline; Multi-crystalline; Photovoltaic (PV) module; Thin-film; SOLAR-CELL; SERIES RESISTANCE; NEURAL-NETWORK; OPTIMIZATION; SIMULATION;
D O I
10.1016/j.solener.2011.06.025
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
To accurately model the PV module, it is crucial to include the effects of irradiance and temperature when computing the value of the model parameters. Considering the importance of this issue, this paper proposes an improved modeling approach using differential evolution (DE) method. Unlike other PV modeling techniques, this approach enables the computation of model parameters at any irradiance and temperature point using only the information provided by the manufacturer's data sheet. The key to this improvement is the ability of DE to simultaneously compute all the model parameters at different irradiance and temperature. To validate the accuracy of the proposed model, three PV modules of different types (multi-crystalline, mono-crystalline and thin-film) are tested. The performance of the model is evaluated against the popular single diode model with series resistance R-s. It is found that the proposed model gives superior results for any irradiance and temperature variations. The modeling method is useful for PV simulator developers who require comprehensive and accurate model for the PV module. (C) 2011 Elsevier Ltd. All rights reserved.
引用
收藏
页码:2349 / 2359
页数:11
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