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Parameter extraction of solar photovoltaic modules using penalty-based differential evolution

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  • Ishaque, Kashif
  • Salam, Zainal
  • Mekhilef, Saad
  • Shamsudin, Amir

Abstract

This paper proposes a penalty based differential evolution (P-DE) for extracting the parameters of solar photovoltaic (PV) modules at different environmental conditions. The two diode model of a solar cell is used as the basis for the extraction problem. The analyses carried out using synthetic current–voltage (I–V) data set showed that the proposed P-DE outperforms other Evolutionary Algorithm methods, namely the simulated annealing (SA), genetic algorithm (GA), and particle swarm optimization (PSO). P-DE consistently converges to the global optimum values very rapidly. The performances are evaluated using the well known quality test and student T-tests. Furthermore, the P-DE extraction method is practically validated by six solar modules of different types (multi-crystalline, mono-crystalline, and thin-film). The results were found to be in close agreement with the experimental I–V data set, especially at very low irradiance values. The latter can be very useful in predicting the performance of the solar system under partial shading conditions. The main application of the proposed work is the possibility of developing a highly accurate simulator for solar PV system designer.

Suggested Citation

  • Ishaque, Kashif & Salam, Zainal & Mekhilef, Saad & Shamsudin, Amir, 2012. "Parameter extraction of solar photovoltaic modules using penalty-based differential evolution," Applied Energy, Elsevier, vol. 99(C), pages 297-308.
    • Handle: RePEc:eee:appene:v:99:y:2012:i:c:p:297-308
    DOI: 10.1016/j.apenergy.2012.05.017
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    References listed on IDEAS

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    1. Qiao, Linfang & Wang, Dan & Zuo, Lijian & Ye, Yuqian & Qian, Jun & Chen, Hongzheng & He, Sailing, 2011. "Localized surface plasmon resonance enhanced organic solar cell with gold nanospheres," Applied Energy, Elsevier, vol. 88(3), pages 848-852, March.
    2. Kuznetsov, I.A. & Greenfield, M.J. & Mehta, Y.U. & Merchan-Merchan, W. & Salkar, G. & Saveliev, A.V., 2011. "Increasing the solar cell power output by coating with transition metal-oxide nanorods," Applied Energy, Elsevier, vol. 88(11), pages 4218-4221.
    3. Zhang, Wei & Zhu, Rui & Liu, Bin & Ramakrishna, Seeram, 2012. "High-performance hybrid solar cells employing metal-free organic dye modified TiO2 as photoelectrode," Applied Energy, Elsevier, vol. 90(1), pages 305-308.
    4. Li, Ming & Ji, Xu & Li, Guoliang & Wei, Shengxian & Li, YingFeng & Shi, Feng, 2011. "Performance study of solar cell arrays based on a Trough Concentrating Photovoltaic/Thermal system," Applied Energy, Elsevier, vol. 88(9), pages 3218-3227.
    5. Han, Xinyue & Wang, Yiping & Zhu, Li, 2011. "Electrical and thermal performance of silicon concentrator solar cells immersed in dielectric liquids," Applied Energy, Elsevier, vol. 88(12), pages 4481-4489.
    6. Li, Ming & Liu, Yong & Wang, Hai & Shen, Hui, 2011. "Synthesis of TiO2 submicro-rings and their application in dye-sensitized solar cell," Applied Energy, Elsevier, vol. 88(3), pages 825-830, March.
    7. Xu, H.B. & Hong, R.J. & Ai, B. & Zhuang, L. & Shen, H., 2010. "Application of phosphorus diffusion gettering process on upgraded metallurgical grade Si wafers and solar cells," Applied Energy, Elsevier, vol. 87(11), pages 3425-3430, November.
    8. Wang, Yiping & Fang, Zhenlei & Zhu, Li & Huang, Qunwu & Zhang, Yan & Zhang, Zhiying, 2009. "The performance of silicon solar cells operated in liquids," Applied Energy, Elsevier, vol. 86(7-8), pages 1037-1042, July.
    9. Sandrolini, L. & Artioli, M. & Reggiani, U., 2010. "Numerical method for the extraction of photovoltaic module double-diode model parameters through cluster analysis," Applied Energy, Elsevier, vol. 87(2), pages 442-451, February.
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