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基于模糊逻辑方法的具有摩擦力补偿的直线运动平台的定位与跟踪

Positioning and tracking of a linear motion stage with friction compensation by fuzzy logic approach.

作者信息

Lin J, Chen C H

机构信息

Department of Mechanical Engineering, Ching Yun University, 229, Chien-Hsin Road, Jung-Li City, 320, Taiwan, ROC.

出版信息

ISA Trans. 2007 Jun;46(3):327-42. doi: 10.1016/j.isatra.2007.02.006. Epub 2007 Apr 24.

Abstract

In this paper, the development of a fuzzy controller that compensates for nonlinear friction in a linear motion stage is presented. The experimental work and instrumentation set up is presented for this research. Based upon a nonlinear friction model, friction parameters were estimated from experimental results. Simulation and experimental validation on a ball-screw mechanism is presented, showing the effectiveness of the proposed controller. Furthermore, it is shown that the proposed fuzzy control scheme offers several implementation advantages such as smaller control effort, and reduced effect of measurement noise. Moreover, the fuzzy logic methodology displays superior performance when compared to a conventional PID controller. It also shows good and robust tracking with respect to system parameters variation.

摘要

本文提出了一种用于补偿直线运动平台中非线性摩擦力的模糊控制器的开发。介绍了该研究的实验工作和仪器设置。基于非线性摩擦模型,从实验结果中估计了摩擦参数。给出了在滚珠丝杠机构上的仿真和实验验证,证明了所提出控制器的有效性。此外,结果表明所提出的模糊控制方案具有若干实施优势,如控制量较小以及测量噪声影响减小。而且,与传统的PID控制器相比,模糊逻辑方法表现出卓越的性能。它在系统参数变化时也显示出良好且稳健的跟踪性能。

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