A comparative study of the optimal control design using evolutionary algorithms: Application on a close-loop system

S. Mohseni, Vincent Duchaine, T. Wong
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引用次数: 2

Abstract

This paper considers the design of two controllers for a non-linear system, both of which are optimized by evolutionary algorithms (EAs). The first controller is an optimal non-linear state feedback control. This controller is optimized using EAs that aim to improve system stability and minimize the cost function. The second controller is a PID controller that is tuned using EAs. The two controllers are evaluated based on their performances when applied to a four-bar linkage mechanism. The experimental results show that the optimal non-linear state feedback controller enhances the performance of the closed loop system under specific conditions.
演化算法最优控制设计的比较研究:在闭环系统上的应用
本文研究了一个非线性系统的两个控制器的设计,这两个控制器都采用进化算法进行优化。第一个控制器是最优非线性状态反馈控制。该控制器使用ea进行优化,旨在提高系统稳定性并最小化成本函数。第二个控制器是使用ea进行调谐的PID控制器。在应用于四杆机构时,对这两种控制器的性能进行了评价。实验结果表明,最优非线性状态反馈控制器在特定条件下提高了闭环系统的性能。
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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