Comparative Analysis of Optimization Techniques for Controlling an AVR System

R. Ruchita, Rajnish Kumar, Ramesh Kumar, Kanchan Sharma
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引用次数: 2

Abstract

The work proposed in this paper is study of cost function/error function in addition to different topologies of the optimizer like FFO, ACO, PSO to find an optimum PID for the AVR system. The system parameters depend on selected cost function and the optimizer ability to explore the search space. After setting the cost function and the parameters of optimizer, the well-known metaheuristic method has been applied in order to obtain the parameters of PID controller optimally. The closed loop PID consists of a generator, voltage sensor, amplifier and exciter. The whole system, which includes PID called as the AVR. The objective of the design technique proposed in this paper is to achieve high performance voltage control of the generator. The PID controlled system performance is examined by evaluating the step response characteristics. Upon comparing performances of PID controller using ACO, PSO, and FFO techniques it has been concluded that FFO-PID method is not only efficient, but also robust in improving the step response of an AVR system.
AVR系统控制优化技术的比较分析
本文提出的工作是研究成本函数/误差函数,以及不同拓扑的优化器,如FFO, ACO, PSO,以找到AVR系统的最优PID。系统参数取决于所选择的代价函数和优化器探索搜索空间的能力。在设定了代价函数和优化器参数后,采用了著名的元启发式方法来获得PID控制器的最优参数。闭环PID由发生器、电压传感器、放大器和励磁器组成。整个系统,其中包括PID称为AVR。本文提出的设计技术的目的是实现发电机的高性能电压控制。通过评估阶跃响应特性来检验PID控制系统的性能。通过比较采用蚁群算法、粒子群算法和FFO算法的PID控制器的性能,得出FFO-PID方法不仅有效,而且在改善AVR系统阶跃响应方面具有鲁棒性的结论。
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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