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An empirical approach towards photovoltaic parameter extraction and optimization

机译:光伏参数提取与优化的经验方法

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摘要

Solar cell modeling is deemed to be an important research area as it certifies the quality of the solar cell in terms of efficiency, peak power point, fill factor, open circuit voltage and short circuit current. The parameters usually used in current-voltage (l-V) model correlate the output current and voltage in terms of the physical parameters. In this manuscript, a mathematical model with only two parameters is developed through empirical analysis to describe the characteristics of the solar cell and hence simplify the performance analysis. The parameter extraction method follows the optimization techniques such as Levenberg-Marquardt (LM) optimization, Gauss-Newton (GN) method and Differential Evolution Algorithm (DEA) and avoids the cumbersome process like analytical analysis through bias points, peak power calculation or differential approach. When the derived results are observed on the basis of error comparison and analysis through percentage deviation, DEA is proved to be more efficient by resulting the best optimization with minimal error. (C) 2017 Elsevier Ltd. All rights reserved.
机译:太阳能电池建模被认为是重要的研究领域,因为它在效率,峰值功率点,填充系数,开路电压和短路电流方面证明了太阳能电池的质量。通常在电流-电压(I-V)模型中使用的参数根据物理参数将输出电流和电压关联起来。在此手稿中,通过经验分析建立了仅包含两个参数的数学模型,以描述太阳能电池的特性,从而简化了性能分析。参数提取方法遵循Levenberg-Marquardt(LM)优化,Gauss-Newton(GN)方法和差分演化算法(DEA)之类的优化技术,并避免了诸如通过偏置点进行分析分析,峰值功率计算或差分方法之类的繁琐过程。 。当基于误差比较和通过百分比偏差进行分析而观察到得出的结果时,DEA可以通过以最小的误差实现最佳的优化来证明其效率更高。 (C)2017 Elsevier Ltd.保留所有权利。

著录项

  • 来源
    《Solar Energy》 |2017年第9期|360-365|共6页
  • 作者单位

    Natl Inst Sci & Technol, Dept Elect Commun Engn, Berhampur 761008, Orissa, India;

    Natl Inst Sci & Technol, Dept Elect Commun Engn, Berhampur 761008, Orissa, India;

    Natl Inst Sci & Technol, Dept Elect Commun Engn, Berhampur 761008, Orissa, India;

    Natl Inst Sci & Technol, Dept Elect Commun Engn, Berhampur 761008, Orissa, India;

    Natl Inst Sci & Technol, Dept Chem, Berhampur 761008, Orissa, India;

    Natl Inst Sci & Technol, Dept Elect Commun Engn, Berhampur 761008, Orissa, India;

    Natl Inst Sci & Technol, Dept Elect Commun Engn, Berhampur 761008, Orissa, India;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);美国《生物学医学文摘》(MEDLINE);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Solar cell modeling; Differential Evolution Algorithm; Levenberg-Marquardt analysis; Gauss-Newton analysis;

    机译:太阳能电池建模;差分演化算法;Levenberg-Marquardt分析;Gauss-Newton分析;

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