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
Jianing Li,
Cheng Qin,
Chen Yang,
Bin Ai () and
Yecheng Zhou ()
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Jianing Li: School of Materials Science and Engineering, Sun Yat-Sen University, Guangzhou 510006, China
Cheng Qin: School of Materials Science and Engineering, Sun Yat-Sen University, Guangzhou 510006, China
Chen Yang: School of Materials Science and Engineering, Sun Yat-Sen University, Guangzhou 510006, China
Bin Ai: School of Materials Science and Engineering, Sun Yat-Sen University, Guangzhou 510006, China
Yecheng Zhou: School of Materials Science and Engineering, Sun Yat-Sen University, Guangzhou 510006, China
Energies, 2023, vol. 16, issue 14, 1-23
Abstract:
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.
Keywords: single diode model; parameter estimation; solar cells; photovoltaic modules; Lambert W function; intelligent optimization algorithms (search for similar items in EconPapers)
JEL-codes: Q Q0 Q4 Q40 Q41 Q42 Q43 Q47 Q48 Q49 (search for similar items in EconPapers)
Date: 2023
References: View references in EconPapers View complete reference list from CitEc
Citations: View citations in EconPapers (3)
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