模糊反演与规则库约简

P. Baranyi, P. Korondi, H. Hashimoto, M. Wada
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引用次数: 36

摘要

本文提出了一种基于奇异值分解的语言模型反演和模糊规则约简的设计方法。首先,通过测量识别被控对象的分段线性模糊逼近。其次,对模糊模型的线性单元进行倒转,实现控制器的设计。反演增加了模糊规则库。再次,从模糊规则库中剔除冗余或小权重信息;给出了一种单片机控制的单自由度运动控制系统的实验结果。实验系统由传统的带编码器反馈的直流伺服齿轮电机和由相对刚性轴耦合的变惯量负载组成。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Fuzzy inversion and rule base reduction
This paper proposes a new design method based on linguistic model inversion and fuzzy rule reduction using singular value decomposition. Firstly, a piecewise linear fuzzy approximation of the controlled plant is identified by measurement. Secondly, the linear cells of the fuzzy model is inverted to achieve a controller. The inversion increases the fuzzy rule base. Thirdly, the redundant or small weighted information are removed from the fuzzy rule base. Experimental results of a transputer controlled single-degree-of-freedom motion control system are presented. The experimental system consists of a conventional DC servo gear motor with encoder feedback and variable inertia load coupled by a relatively rigid shaft.
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