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

机译:三联连杆运动控制在粒子群优化中使用间隔类型模糊逻辑控制两轮系统对两轮系统的倒立摆

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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.
机译:本文通过间隔类型-2模糊逻辑控制基于粒子群优化,介绍了两轮系统上三连杆倒立摆的运动控制。尽管这种模型的不良性和复杂性为三重链路系统,但它已经启用了具有两轮机制的额外自由度。该模型是在SimWise 4d中开发的,以保持其复杂的功能,同时允许观察到系统的运动。然后,开发系统与间隔类型-2模糊逻辑控制集成,如MATLAB / Simulink所设计的。具体而言,应用粒子群优化以获得输入/输出增益和间隔类型-2模糊逻辑控制的参数的最佳值,旨在提高系统的性能。结果表明,所提出的控制器能够以直立位置对系统进行前向和后向动作控制。该系统能够分别执行具有0.04m / s的记录系统速度和0.02m / s的运动任务,用于前向和向后运动。然后基于其速度和角度或以稳定的方式评估控制器。该系统被设想在具有扩展功能的移动机器人的开发方面非常重要。

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