An accurate modelling of the two-diode model of PV module using a hybrid solution based on differential evolution

被引:117
|
作者
Chin, Vun Jack [1 ,2 ]
Salam, Zainal [1 ,2 ]
Ishaque, Kashif [3 ]
机构
[1] Univ Teknol Malaysia, Fac Elect Engn, Ctr Elect Energy Syst, Johor Baharu 81310, Malaysia
[2] Univ Teknol Malaysia, Inst Future Energy, Johor Baharu, Malaysia
[3] Mohammad Ali Jinnah Univ, Dept Elect Engn, Karachi, Pakistan
关键词
Photovoltaic (PV); Equivalent circuit; Modelling; Two-diode model; Differential evolution (DE); PHOTOVOLTAIC MODULES; PARAMETER EXTRACTION; OPTIMIZATION ALGORITHM; SOLAR-CELLS; DIODE MODEL; PANEL; POWER; IRRADIANCE; SYSTEMS;
D O I
10.1016/j.enconman.2016.06.076
中图分类号
O414.1 [热力学];
学科分类号
摘要
This paper proposes an accurate computational technique for the two-diode model of PV module. Unlike previous methods, it does not rely on assumptions that cause the accuracy to be compromised. The key to this improvement is the implementation of a hybrid solution, i.e. by incorporating the analytical method with the differential evolution (DE) optimization technique. Three parameters, i.e. I-PV, I-o1. and R-p are computed analytically, while the remaining, a(1), a(2),I-o2 and R-s are optimized using the DE. To validate its accuracy, the proposed method is tested on three PV modules of different technologies: mono-crystalline, poly-crystalline and thin film. Furthermore, its performance is evaluated against two popular computational methods for the two-diode model. The proposed method is found to exhibit superior accuracy for the variation in irradiance and temperature for all module types. In particular, the improvement in accuracy is evident at low irradiance conditions; the root-mean-square error is one order of magnitude lower than that of the other methods. In addition, the values of the model parameters are consistent with the physics of PV cell. It is envisaged that the method can be very useful for PV simulation, in which accuracy of the model is of prime concern. (C) 2016 Elsevier Ltd. All rights reserved.
引用
收藏
页码:42 / 50
页数:9
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