Motion Control of Triple Links Inverted Pendulum on Two-Wheeled System Using Interval Type-2 Fuzzy Logic Control Base on Particle Swarm Optimization

M. Masrom, N. Ghani, N. F. Jamin, N. Razali
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引用次数: 1

Abstract

This paper presents a motion control of a triple link inverted pendulum on two-wheeled system, through Interval Type-2 Fuzzy logic Control based Particle Swarm Optimization. Despite this model's heightened non-linearity and complexity for being a triple link system, it has enabled additional degree of freedom for having a two-wheeled mechanism. The model was developed in SimWise 4D to maintain its complex features, while allowing observations to the system's movements. The developed system was then integrated with Interval Type-2 Fuzzy Logic Control, as designed in Matlab/Simulink. Specifically, Particle Swarm Optimization was applied to obtain the optimal values for input/output gain and parameters of the Interval Type-2 Fuzzy Logic Control, towards enhancing the system's performance. Results have shown that the proposed controller was able to perform forward and backward motions control to the system in an upright position. The system is able to perform motion task with recorded system velocity of 0.04m/s and 0.02m/s for forward and backward motions, respectively. The controller was then evaluated based on its velocity and angular position or in stable manner. This system is envisaged to be very vital in the development of mobile robots with extended functionality.
基于粒子群优化的区间2型模糊控制两轮系统三联倒立摆运动控制
本文采用基于粒子群优化的区间2型模糊逻辑控制方法,对两轮系统上的三连杆倒立摆进行了运动控制。尽管该模型作为三连杆系统具有较高的非线性和复杂性,但它为拥有两轮机构提供了额外的自由度。该模型是在SimWise 4D中开发的,以保持其复杂的特征,同时允许观察系统的运动。然后将所开发的系统与区间2型模糊逻辑控制集成,在Matlab/Simulink中进行设计。具体而言,采用粒子群算法对区间2型模糊逻辑控制的输入/输出增益和参数进行优化,以提高系统的性能。结果表明,所提出的控制器能够对系统在直立状态下进行向前和向后的运动控制。系统能够执行运动任务,记录的系统速度分别为0.04m/s和0.02m/s,向前和向后运动。然后根据其速度和角位置或以稳定的方式对控制器进行评估。该系统在开发具有扩展功能的移动机器人中被认为是非常重要的。
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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