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基于微分进化算法的PI(λ)D(μ)控制器调谐

DE-based tuning of PI(λ)D(μ) controllers.

作者信息

Martín Fernando, Monje Concepción A, Moreno Luis, Balaguer Carlos

机构信息

Robotics Lab, Department of Systems Engineering and Automation, Carlos III University, Madrid, Spain.

Robotics Lab, Department of Systems Engineering and Automation, Carlos III University, Madrid, Spain.

出版信息

ISA Trans. 2015 Nov;59:398-407. doi: 10.1016/j.isatra.2015.10.002.

Abstract

A new method that relies on evolutionary computation concepts is proposed in this paper to tune the parameters of fractional order PI(λ)D(μ) controllers, in which the orders of the integral and derivative parts, λ and μ, respectively, are fractional. The main advantage of the fractional order controllers is that the increase in the number of parameters in the controller allows an increase in the number of control specifications that can be met. A Differential Evolution (DE) algorithm is proposed to make the controlled system fulfill different design specifications in time and frequency domains. This method is based on the minimization of a fitness function. Experiments have been carried out in simulation and in a real DC motor platform. The results illustrate the effectiveness of this method.

摘要

本文提出了一种基于进化计算概念的新方法,用于调整分数阶PI(λ)D(μ)控制器的参数,其中积分和微分部分的阶数λ和μ分别为分数阶。分数阶控制器的主要优点是,控制器中参数数量的增加使得能够满足的控制规范数量也随之增加。提出了一种差分进化(DE)算法,以使受控系统在时域和频域中满足不同的设计规范。该方法基于适应度函数的最小化。已在仿真和实际直流电机平台上进行了实验。结果表明了该方法的有效性。

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