Optimal tuning of PI controller for speed control of DC motor drive using particle swarm optimization

Rohit G. Kanojiya, P. M. Meshram
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引用次数: 108

Abstract

This paper present a method to determine the optimal tuning of the PI controller parameter on Direct current (DC) motor drive system using particle swarm optimization (PSO) algorithm, Ziegler-Nichols (ZN) tuning and Modified Ziegler-Nichols (MZN) tuning method. The main objective of this paper is to minimize transient response specifications chosen as rise time, settling time and overshoot, for better speed response of DC motor drive. The speed control of DC motor is done using PI and PID controllers. Implementation of PID controller for DC motor speed control is done using ZN and MZN tuning method. For PSO algorithm technique, PI controller is used to improve the performance of DC motor speed control system. A comparison is made on the basis of objective function (rise time, settling time and overshoot) from output Step responses. The proposed approach had superior features, including easy implementation, stable convergence characteristic, and good computational efficiency. Fast tuning of optimum PI controller parameters yields high-quality solution. Compared with traditional ZN method and MZN method, the proposed method is found indeed more efficient and robust in improving the step response of DC motor drive system.
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基于粒子群算法的直流电机速度控制PI控制器最优整定
提出了一种采用粒子群优化算法、Ziegler-Nichols (ZN)整定法和改进Ziegler-Nichols (MZN)整定法确定直流电机驱动系统PI控制器参数最优整定的方法。本文的主要目的是尽量减少瞬态响应指标,如上升时间、稳定时间和超调量,以获得更好的直流电机驱动速度响应。直流电机的转速控制采用PI控制器和PID控制器。采用ZN和MZN整定方法实现了直流电机转速控制的PID控制器。在粒子群算法技术中,采用PI控制器来提高直流电机调速系统的性能。根据输出阶跃响应的目标函数(上升时间、稳定时间和超调量)进行了比较。该方法具有实现简单、收敛特性稳定、计算效率高等优点。最佳PI控制器参数的快速调谐产生高质量的解决方案。与传统的ZN方法和MZN方法相比,该方法在改善直流电动机驱动系统的阶跃响应方面具有更高的效率和鲁棒性。
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