Optimal Tuning of Fractional Order PID controller using Nelder-Mead Algorithm for DC Motor Speed Control

Devee Dutta Mishra, Pratiti Padhi, Ankit Aniket Tripathy, S. Patnaik, P. Sahoo
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Abstract

This paper is about the study of tuning of Fractional Order PID (proportional, derivative and integral) controller using the Nelder-Mead algorithm for a separately excited DC motor's speed control. The parameters of the fractional order PID controller were determined via N elder-Mead algorithm by using the Integral Time Square Error (ITSE) as the objective function. To demonstrate the superior execution of the proposed approach, it has been compared with the Grey Wolf Optimization (GWO) based FOPID controller with the same DC speed control parameters. It has been noticed that when compared with the GWO based FOPID controller, the suggested technique with the ITSE as the objective function offers a settling time reduction of 64.99%, a rise time reduction of 61.22%, and a little overshoot. A sturdiness analysis of the Nelder-Mead Fractional Order PID technique was also performed by varying the DC motor parameters.
基于Nelder-Mead算法的分数阶PID控制器的最优整定
本文研究了用Nelder-Mead算法对分数阶PID(比例、导数和积分)控制器进行整定的方法,并将其应用于单独励磁直流电动机的调速控制。分数阶PID控制器的参数以积分时间平方误差(ITSE)为目标函数,采用N elder-Mead算法确定。为了证明该方法的优越执行性,将其与具有相同直流速度控制参数的基于灰狼优化(GWO)的FOPID控制器进行了比较。结果表明,与基于GWO的FOPID控制器相比,以ITSE为目标函数的FOPID控制器的稳定时间减少了64.99%,上升时间减少了61.22%,并有一点超调。通过改变直流电机参数,对Nelder-Mead分数阶PID技术进行了稳健性分析。
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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