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Parameter estimation of single diode PV module based on Nelder-Mead optimization algorithm

机译:基于Nelder-Mead优化算法的单二极管光伏组件参数估计

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摘要

Purpose - This paper aims to propose a simple, derivative-free novel method named as Nelder-Mead optimization algorithm to estimate the unknown parameters of the photovoltaic (PV) module considering the environmental conditions. Design/methodology/approach - At a particular temperature and irradiation, experimental current-voltage (l-V) and power-voltage (P-V) characteristics are drawn and considered as a reference model. The PV system model with unknown model parameters is considered as the adaptive model whose unknown model parameters are to be adapted so that the simulated characteristics closely matches with the experimental characteristics. A single diode (Rsh) model with five unknown model parameters is considered here for the parameter estimation. Findings - The key advantages of this method are that parameters are estimated considering environmental conditions. Experimental characteristics are considered for parameter estimation which gives accurate results. Parameters are estimated considering both l-V and P-V curves as most of the applications demand extraction of the actual power from the PV module. Originality/value - The proposed model is compared with other three well-known models available in the literature considering various statistical errors. The results show the superiority of the proposed model with a minimum error for both l-V and P-V characteristics.
机译:目的-本文旨在提出一种名为Nelder-Mead优化算法的简单,无导数的新颖方法,以考虑环境条件来估算光伏(PV)模块的未知参数。设计/方法/方法-在特定的温度和辐射下,绘制实验电流-电压(I-V)和功率-电压(P-V)特性并将其视为参考模型。具有未知模型参数的光伏系统模型被认为是自适应模型,其未知模型参数将被调整,以使模拟特性与实验特性紧密匹配。此处考虑具有五个未知模型参数的单二极管(Rsh)模型,以进行参数估计。发现-此方法的主要优点是考虑环境条件估算参数。考虑了实验特性以进行参数估计,从而得出准确的结果。由于大多数应用需要从PV模块中提取实际功率,因此需要同时考虑l-V和P-V曲线来估算参数。原创性/价值-考虑到各种统计误差,将提出的模型与文献中提供的其他三个众所周知的模型进行比较。结果表明,该模型具有优越的优势,同时具有最小的L-V和P-V特性。

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