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Evaluation of different methods for solar cells/modules parameters extraction

机译:评估不同方法的太阳能电池/模块参数提取

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摘要

Reliable modelling techniques are required to optimise the performance of photovoltaic (PV) systems. This paper considers the implicit form of the single diode model for solar cell to introduce and compare four new approaches for extracting the five characteristics parameters of PV cells/modules. Measured I-V curves for three different PV samples (mono-crystalline cell, polycrystalline module and amorphous module) under different irradiance conditions and temperatures were used to implement and validate each method. Numerical and optimisation methods were applied to solve different formulations of the single diode equivalent model. All methods are mathematically described, and the primary considerations when writing the MATLAB codes are highlighted. Comparison factors such as the mean absolute percentage error (MAPE), the algorithm convergence time (ACT), the coefficient of determination (R-2) and the error at the maximum power point (delta), are used to evaluate each method. All proposed methods were verified, and the parameters were extracted with excellent performance. The method based on the least square fitting and solved by Newton-Raphson method provides the best results for the mono-crystalline sample compared to the other three methods while using particle swarm optimisation as a solving algorithm provides better results for the other two sample modules. The result of this work represents a guideline for extracting the five parameters of the single diode model from the measured solar cells/modules I-V curves. Although the SDM model does not describe the physical structure of the amorphous solar module, since this consists of a tandem p-i-n diode structure, the developed methods still deliver results with errors comparable to that of the single junction PV devices.
机译:需要可靠的建模技术来优化光伏(PV)系统的性能。本文考虑了太阳能电池单二极管模型的隐式形式,以引入并比较四种用于提取光伏电池/模块的五种特征参数的新方法。在不同的辐照条件和温度下测量了三种不同的PV样品(单晶电池,多晶模块和非晶模块)的I-V曲线用于实施和验证每种方法。应用数值和优化方法来解决单二极管等同模型的不同配方。所有方法都是在数学上描述的,并且突出显示了写入MATLAB代码时的主要注意事项。比较因子,如平均绝对百分比误差(MAPE),算法收敛时间(ACT),确定系数(R-2)和最大功率点(DELTA)的误差用于评估每个方法。验证了所有提出的方法,并用优异的性能提取参数。基于最小二乘拟合和由牛顿-Raphson方法解决的方法为单晶样本提供了与其他三种方法相比的最佳结果,同时使用粒子群优化作为求解算法为其他两个样本模块提供了更好的结果。该工作的结果代表了从测量的太阳能电池/模块I-V曲线中提取单二极管模型的五个参数的指导。尽管SDM模型没有描述非晶太阳能模块的物理结构,但由于这包括串联P-I-N二极管结构,因此开发方法仍然递送与单个结PV器件的误差的结果。

著录项

  • 来源
    《Solar Energy》 |2020年第1期|183-195|共13页
  • 作者单位

    Budapest Univ Technol & Econ Dept Electron Devices Hungarian Scientists Tour 2 H-1117 Budapest Hungary|Thi Qar Univ Dept Elect & Elect Engn Nassiriya 64001 Iraq;

    Budapest Univ Technol & Econ Dept Electron Devices Hungarian Scientists Tour 2 H-1117 Budapest Hungary;

    Budapest Univ Technol & Econ Dept Electron Devices Hungarian Scientists Tour 2 H-1117 Budapest Hungary;

  • 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; I-V characteristics; Single diode model; Parameters extraction;

    机译:太阳能电池;I-V特征;单二极管模型;参数提取;

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