A performance evaluation of fuzzy logic controllers for load frequency control in a single area network

A. Murdan, S. Hassen, I. Jahmeerbacus
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引用次数: 1

Abstract

Load frequency control is an essential operation performed by power plants to ensure that the system frequency is kept within strict bounds, in the presence of ever-changing loads. In this paper, we are investigating the effect of small step load changes on the frequency of a single area power network. To counteract the resulting frequency deviations, we propose fuzzy logic controllers. Simulations are carried out using Integral, PID (Proportional, Integral and Derivative), as well as fuzzy logic controllers, for small step load changes. The frequency responses are compared, in terms of frequency overshoots, undershoots, rise time, and settling times. A performance index that takes into account the frequency deviation, as well as the control energy of the governor is formulated. Simulations are performed using Matlab Simulink. The PID controller is initially tuned manually, then further tuned using the Matlab Tuner app, from the Control Toolbox. A fuzzy logic controller is designed and implemented. It is observed that that the fuzzy logic controller outperforms the PID, which in turn, is better than the Integral controller. The gains of the PID as well as the fuzzy logic controllers are tuned not only to minimize the frequency deviation, but also to provide an acceptable control energy to the governor, which gives an indication on the opening and the closure of the valves.
单网负载频率模糊控制器的性能评价
负荷频率控制是发电厂在负荷不断变化的情况下确保系统频率保持在严格范围内的一项基本操作。在本文中,我们研究了小阶跃负荷变化对单区域电网频率的影响。为了抵消由此产生的频率偏差,我们提出了模糊逻辑控制器。采用积分、PID(比例、积分和导数)以及模糊逻辑控制器对小阶跃负载变化进行了仿真。频率响应比较,在频率超调,欠调,上升时间和稳定时间方面。提出了一种考虑频率偏差和调速器控制能量的性能指标。利用Matlab Simulink进行仿真。PID控制器最初是手动调整的,然后从控制工具箱中使用Matlab调谐器应用程序进一步调整。设计并实现了模糊逻辑控制器。观察到模糊逻辑控制器优于PID,而PID又优于积分控制器。PID的增益以及模糊逻辑控制器的调谐不仅要尽量减少频率偏差,而且要为调速器提供可接受的控制能量,这对阀门的开启和关闭给出了指示。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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