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A new approach for parameters estimation of double and triple diode models of photovoltaic cells based on iterative Lambert W function

机译:基于迭代Lambert W函数的光伏电池双二极管型号参数估计的新方法

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摘要

An approximated expression for the calculated solar cell current is usually used in parameters estimation of the 7-parameter double diode model (DDM) and the 9-parameter triple diode model (TDM) of solar photovoltaic (PV) equivalent circuits. Then the root mean square error (RMSE) is calculated between the measured and estimated values of the output current. In the mathematical sense, the RMSE calculation procedure is not correct. In this work, a novel iterative approach based on the Lambert W function is proposed to calculate the solar cell current in both DDM and TDM. Then, the RMSE values computed using the parameters found by many optimization algorithms presented in the literature are presented and discussed for the RTC France PV cell and Solarex MSX & ndash;60 PV module. The results obtained show that RMSE values were not accurately calculated in most of these methods. Further, an improved LSHADE optimization algorithm called Chaotic LSHADE algorithm is proposed to solve the 7-parameter and 9-parameter estimation problem of the PV equivalent circuits. The proposed methodology is also applied to current & ndash;voltage characteristics measured in the laboratory for solar modules of Clean Energy Trainer Setup. The 7 and 9 unknown parameters are esti-mated using the CLSHADE algorithm based on the minimization of the RMSE values calculated. The results obtained show that the proposed algorithm achieves better solutions than the solutions obtained by many optimization algorithms presented in the literature.
机译:计算出的太阳能电池电流的近似表达式通常用于太阳能光伏(PV)等效电路的7参数双二极管模型(DDM)和9参数三二极管模型(TDM)的参数估计。然后在输出电流的测量值和估计值之间计算根均方误差(RMSE)。在数学意义上,RMSE计算过程不正确。在这项工作中,提出了一种基于Lambert W功能的新型迭代方法,以计算DDM和TDM中的太阳能电池电流。然后,呈现使用文献中呈现的许多优化算法所发现的参数计算的RMSE值,并讨论RTC法国PV电池和Solarex MSX&Ndash; 60 PV模块。得到的结果表明,在大多数这些方法中没有准确地计算RMSE值。此外,提出了一种称为混沌LSHADE算法的改进的LSHADE优化算法,以解决PV等效电路的7个参数和9参数估计问题。所提出的方法也适用于电流和Ndash;在清洁能级训练器设置的太阳能模块中测量的电压特性。基于计算的RMSE值的最小化,可以使用CLShade算法来传播7和9个未知参数。得到的结果表明,该算法的算法比在文献中呈现的许多优化算法获得的溶液获得更好的解决方案。

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