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Maximum Power Point Tracking Control Technique for Photovoltaic Systems Using Neural Networks

机译:使用神经网络的光伏系统最大功率点跟踪控制技术

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The employment of maximum power point tracking techniques in the photovoltaic power systems is well known and even of immense importance. There are various techniques to track the maximum power point reported in several literatures. In such context, there is an increasing interest in developing a more appropriate and effective maximum power point tracking control methodology to ensure that the photovoltaic arrays guarantee as much of their available output power as possible to the load for any temperature and solar radiation levels. In this paper theoretical details of the work, carried out to develop and implement a maximum power point tracking controller using neural networks for a stand-alone photovoltaic system, are presented. Attention has been also paid to the command of the power converter to achieve maximum power point tracking. Simulations results, using Matlab/simulink software, presented for this approach under rapid variation of insolation and temperature conditions, confirm the effectiveness of the proposed method both in terms of efficiency and fast response time. Negligible oscillations around the maximum power point and easy implementation are the main advantages of the proposed maximum power point tracking (MPPT) control method.
机译:光伏电力系统中的最大功率点跟踪技术的就业是众所周知的,甚至是巨大的重要性。有各种技术可以跟踪多个文献中报告的最大功率点。在这种情况下,对开发更合适和有效的最大功率点跟踪控制方法的越来越兴趣,以确保光伏阵列尽可能多地保证其用于任何温度和太阳辐射水平的负载的可用输出功率。在本文中,提出了使用神经网络的开发和实施最大功率点跟踪控制器的工作的理论细节,以用于独立光伏系统。对功率转换器的命令进行了注意力,以实现最大功率点跟踪。模拟结果,使用MATLAB / SIMULINK软件在快速变化的效率和温度条件的快速变化下呈现这种方法,在效率和快速响应时间方面证实了所提出的方法的有效性。围绕最大功率点和易于实现的可忽略不计振荡是所提出的最大功率点跟踪(MPPT)控制方法的主要优点。

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