利用优化方法直接提取太阳能电池模型参数

A. Ortiz-Conde, O. Trejo, F. García-Sánchez
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引用次数: 1

摘要

对5参数太阳能电池模型的各种拟合参数提取方法进行了综述和评价。照明光伏板和太阳能电池的电流通常用单二极管模型来描述,该模型包含一个二极管、一个电流源、一个串联电阻和一个并联电导。这个只有5个参数的简单模型提供了合理的精度。在这项工作中,我们对使用许多数据点的几种参数提取方法进行了比较回顾,因为基于较少数据点的方法更容易产生测量误差。本基准测试的方法包括隐式拟合,使用Lambert W函数直接优化电流(垂直拟合),以及基于拟合电流对电压积分的Co-content方法。我们还使用Lambert W函数评估电压(横向拟合)的直接优化。结果表明,对于大范围初始值的收敛可靠性,最好的方法是基于二次方程拟合的Co-content方法。我们在NREL测量的太阳能电池和光伏组件的相同实验数据上测试了不同的方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Direct extraction of solar cell model parameters using optimization methods
This article reviews and appraises various fitting parameter extraction methods for solar cells modeled with 5 parameters. The current of illuminated photovoltaic panels and solar cells are customarily described by the single diode model, which contains a diode, a current source, a series resistance and a parallel conductance. This simple model with only 5 parameters provides reasonable accuracy. In this work, we carry out a comparative review of several parameter extraction methods using many data points, since methods based on fewer data points are more prone to measurement error. Among the methods tested in this benchmark are the implicit fitting, the direct optimization of the current (vertical fit) using the Lambert W function, and the Co-content method, which is based on fitting the integral of current with respect to voltage. We also evaluate the direct optimization of the voltage (lateral fit) using the Lambert W function. The results demonstrate that, regarding convergence reliability for a large range of initial values, the best procedure is the Co-content method, which is based on the use of a quadratic equation for fitting. We tested the different methods on the same experimental data of a solar cell as well as PV modules measured by NREL.
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