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Shuffled Complex Evolution on Photovoltaic Parameter Extraction: A Comparative Analysis

delete2017-04-01
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PRE
AI
M
Montie A. Vitorino
M
Maurício Beltrão de Rossiter Corrêa
D
Darlan A. Fernandes
R
Ruxi Wang
DOI:10.1109/TSTE.2016.2620941delete
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摘要

摘要

En 中文
This paper proposes a method for extracting the intrinsic parameters of a photovoltaic (PV) generator by using shuffled complex evolution (SCE) technique for a double-diode PV model. The characteristic equation of a double-diode PV presents a nonlinear behavior and the determination of the intrinsic parameters from a I x V experimental curve requires the use of nonlinear optimization methods. To evaluate the accuracy of the SCE technique for extracting the intrinsic PV parameters, a comparison with other well-known methods is presented; in particular, analytic method, Levenberg-Marquardt, genetic algorithms (GA), differential evolution (DE), and particle swarm optimization (PSO) are considered. This comparison is performed by using statistical analysis and by estimating the relative error of parameter values; it has been applied to an unknown PV module and to a known PV cell. The obtained results showed that, compared with other evolutionary methods (GA, DE and PSO), the SCE presents the lowest computational time and requires less iterations/generations to converge. All the results prove that the proposed method is feasible, faster, and presents better results than the conventional ones.
Keyword:
Double-diode
optimization problems
parameter extraction
photovoltaic
shuffled complex evolution
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期刊

IEEE Transactions on Energy Conversion 封面图
IEEE Transactions on Energy Conversion
IF:
5.4
论文数:
6.8K
被引数:
1.5W

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G
General Electric
学者数:
4.4K
论文数: 3.4K
被引数: 2
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