Extraction of Single Diode Model Parameters of Solar Cells and PV Modules by Combining an Intelligent Optimization Algorithm with Simplified Explicit Equation Based on Lambert W Function

被引:5
|
作者
Li, Jianing [1 ]
Qin, Cheng [1 ]
Yang, Chen [1 ]
Ai, Bin [1 ,2 ]
Zhou, Yecheng [1 ]
机构
[1] Sun Yat Sen Univ, Sch Mat Sci & Engn, Guangzhou 510006, Peoples R China
[2] Sun Yat Sen Univ, Guangdong Prov Key Lab Photovolta Technol, Guangzhou 510006, Peoples R China
基金
中国国家自然科学基金;
关键词
single diode model; parameter estimation; solar cells; photovoltaic modules; Lambert W function; intelligent optimization algorithms; ARTIFICIAL BEE COLONY; PHOTOVOLTAIC MODELS; IDENTIFICATION;
D O I
10.3390/en16145425
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
In this paper, the explicit equation of the single diode model (SDM) expressed by the Lambert W function was reduced to its simplified form through variable replacement; then the simplified explicit equation was combined with an intelligent optimization algorithm to estimate the SDM parameters of solar cells and PV modules. To evaluate the parameter extraction performance of the new method, eight typical intelligent optimization algorithms were combined with the implicit, explicit, and simplified explicit equation to extract the SDM parameters of a solar cell and three types of PV modules. The results show that the new method not only improves the accuracy of parameter extraction but also enhances the robustness and convergence speed. Most importantly, the new method can nearly improve the parameter extraction accuracy of a poor-performing algorithm in traditional methods to the level of other well-performing algorithms without enhancing the algorithm itself. In a word, this study offers a new choice for a more accurate and reliable extraction of SDM parameters from both solar cells and PV modules.
引用
收藏
页数:23
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