基于优化算法的光伏参数辨识

I. Abed
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引用次数: 1

摘要

太阳能被认为是发电的重要来源。它是具有未来能源应用潜力的可再生能源之一。类电磁(EM)算法等优化算法适用于处理大量优化问题。EM算法具有处理非线性函数的能力,对于光伏组件的参数估计具有很高的效率。本文对该方法的不同控制参数值进行了测试。这样做是为了证明每个参数对算法在收敛速度和精度方面的性能的影响。在每一种情况下,该算法都可以提取光伏模型参数。求解了每一种值的目标函数,并与其他值进行了对比,以选择最佳情况。
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Photovoltaic Parameters Identification Using Optimization Algorithm
Solar energy is regarded as an essential source of electricity generation. It is one of the renewable energy sources that have the potential for future energy applications. The optimization algorithms, such as the Electromagnetism-like (EM) algorithm is suitable for tackling numerous optimization problems. The EM algorithm has the ability to handle nonlinear functions, and it is imagined to be extremely productive for the parameters estimation of a photovoltaic (PV) module. Different values of control parameters of the method have been tested in this paper. This is done to demonstrate the impact of every parameter on the performance of the algorithm regarding the speed of convergence and precision. In every case of parameters, the algorithm can extract the photovoltaic model parameters. The objective function for every arrangement of values has been resolved and then contrasted with others in order to select the best case.
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