DC Motor Speed Control Based on Fuzzy Adaptive with Fuzzy Model Reference Learning Control (FMRLC) Algorithm

Masjudin, Alimuddin, S. Aisah, R. Wiryadinata
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引用次数: 1

Abstract

Fuzzy Model Reference Learning Control (FMRLC) is a control technique developed by extending several self-organizing linguistic control concepts and utilizing ideas from the conventional Model Reference Adaptive Control (MRAC) method. FMRLC in this study is used to control the speed of a DC motor. FMRLC testing is performed on the step response, set point with a constant value, tracking setpoint, and torque load. The test results show the adaptive fuzzy control system with the FMRLC algorithm to control a DC motor’s rotation speed can be well designed, proven by simulating the FMRLC control system using MATLAB. The performance of the FMRLC control system that has a design to control the rotation speed of a DC motor at a set point of 3000 rpm without load includes: delay time = 0.0681 seconds, rise time = 0.2279 seconds, setting time = 0.3863 seconds. For DC motors at 3000 rpm, setpoint load ½ torque raises a steady-state error of 0.0207%, with a max torque load resulting in a steady-state error of 0.0413% and when given a load of 2x maximum torque produces a steady-state error of 0.0818%, with each of the following sequential recovery times 0.6457 seconds 0.7939 seconds and 0.7532 seconds.
基于模糊模型参考学习控制(FMRLC)算法的模糊自适应直流电机转速控制
模糊模型参考学习控制(FMRLC)是利用传统模型参考自适应控制(MRAC)方法的思想,扩展了几个自组织语言控制概念而发展起来的一种控制技术。在本研究中,FMRLC用于控制直流电机的速度。FMRLC测试对阶跃响应、定值设定值、跟踪设定值和扭矩负载进行测试。实验结果表明,采用FMRLC算法设计的自适应模糊控制系统可以很好地控制直流电动机的转速,并通过MATLAB对FMRLC控制系统进行仿真验证。设计的FMRLC控制系统控制直流电机转速在3000rpm空载时的设定值,其性能包括:延迟时间= 0.0681秒,上升时间= 0.2279秒,整定时间= 0.3863秒。对于3000转/分的直流电机,设定点负载½转矩引起的稳态误差为0.0207%,最大转矩负载导致的稳态误差为0.0413%,当给定2倍最大转矩负载时,产生的稳态误差为0.0818%,以下顺序恢复时间分别为0.6457秒、0.7939秒和0.7532秒。
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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