Lumped Disturbance Compensation using Extended Kalman Filter for Permanent Magnet Linear Motor System

被引:15
|
作者
Kim, Jonghwa [1 ]
Cho, Kwanghyun [1 ]
Choi, Seibum [1 ]
机构
[1] Korea Adv Inst Sci & Technol, Sch Mech Engn, 291 Daehak Ro 373-1 Guseong Dong, Daejeon 305701, South Korea
基金
新加坡国家研究基金会;
关键词
Detent force; disturbance observer; extended Kalman filter; feed-forward compensation; force ripple; initial position; lumped disturbance; permanent magnet linear motor; FORCE RIPPLE; DETENT FORCE; OBSERVER; FRICTION; MODEL;
D O I
10.1007/s12555-014-0400-1
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, an extended Kalman filter is designed and applied to a feed-forward based lumped disturbance compensator which consists of position dependent functions for a permanent magnet linear synchronous motor system. In our previous research, a lumped disturbance model including the force ripple and the Coulomb friction force was developed and utilized as a feed-forward controller. To improve the performance of that model, following two studies are conducted. First, an initial position estimator is designed to create synchronization between the model and real disturbance. This step is necessary because almost all linear motor systems are equipped with an incremental encoder for position measurement. Second, to cancel out a slight variation in real disturbance, an adaptive controller in the form of coefficients adaptation is designed. These two studies are combined by a sixth order extended Kalman filter. To make a comparison, a recursive least squares filter and disturbance observer and its modified version are prepared. The effectiveness of the proposed scheme is verified by the overall disturbance shape, RMS position error and FFT analysis on the position error.
引用
收藏
页码:1244 / 1253
页数:10
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