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Operator-based parallel compensation control for hysteresis using ELM-based PI model

Operator-based parallel compensation control for hysteresis using ELM-based PI model In order to describe the hysteresis, play-type Prandtl-Ishlinskii (PI) hysteresis model is applied in this paper. For compensating the effect of hysteresis which precedes plants, an extreme learning machine (ELM)-based parallel compensator is designed by using properties between play and stop hysteresis operators. Based on the compensated plants, according to operator-based right coprime factorisation, a feedback controller and a tracking controller are designed to guarantee the output tracking performance. Finally, the numerical simulation results are presented to validate the effectiveness of the proposed method. http://www.deepdyve.com/assets/images/DeepDyve-Logo-lg.png International Journal of Advanced Mechatronic Systems Inderscience Publishers

Operator-based parallel compensation control for hysteresis using ELM-based PI model

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Publisher
Inderscience Publishers
Copyright
Copyright © Inderscience Enterprises Ltd. All rights reserved
ISSN
1756-8412
eISSN
1756-8420
DOI
10.1504/IJAMECHS.2012.052223
Publisher site
See Article on Publisher Site

Abstract

In order to describe the hysteresis, play-type Prandtl-Ishlinskii (PI) hysteresis model is applied in this paper. For compensating the effect of hysteresis which precedes plants, an extreme learning machine (ELM)-based parallel compensator is designed by using properties between play and stop hysteresis operators. Based on the compensated plants, according to operator-based right coprime factorisation, a feedback controller and a tracking controller are designed to guarantee the output tracking performance. Finally, the numerical simulation results are presented to validate the effectiveness of the proposed method.

Journal

International Journal of Advanced Mechatronic SystemsInderscience Publishers

Published: Jan 1, 2012

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