PID controller parameter estimator using ant colony system

Hung-Ching Lu, Hsi-Kuang Liu, Lian-Fue Yang
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引用次数: 1

Abstract

This work presents a proportional-integral-derivative (PID) estimator that is a parallel ant colony system (para-ACS) to regulate and obtain the precise parameters of PID controller. The framework consists of a main controller that is a PID controller and an para-ACS in which is offline tuned for the parameters of PID. The structure of para-ACS consists of three ACS sets that are parallel. Each ACS set individually estimates the three parameters of a PID controller. The searching pattern of each ACS set has five layers in which each layer has ten nodes, so as to represent each parameter is a five-bit decimal real number. In addition, the integral of time and absolute error (ITAE) and the tracking error are used in the cost function of each ACS set to update the pheromone of each ACS set. Finally, the effectiveness of the proposed method has been verified by simulations using the inverted pendulum system.
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基于蚁群系统的PID控制器参数估计
本文提出了一种比例-积分-导数(PID)估计器,它是一种并行蚁群系统(para-ACS),用于调节和获得PID控制器的精确参数。该框架由一个主控制器(PID控制器)和一个para-ACS组成,其中para-ACS对PID参数进行离线调谐。para-ACS结构由三个并行的ACS集组成。每个ACS组单独估计PID控制器的三个参数。每个ACS集合的搜索模式有5层,每层有10个节点,因此每个参数表示为5位十进制实数。此外,在每个ACS集的代价函数中使用时间和绝对误差积分(ITAE)和跟踪误差来更新每个ACS集的信息素。最后,通过倒立摆系统的仿真验证了所提方法的有效性。
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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