학술논문

A Quasi-ARX Neural Network with Switching Mechanism to Adaptive Control of Nonlinear Systems
Document Type
Journal Article
Source
SICE Journal of Control, Measurement, and System Integration. 2010, 3(4):246
Subject
adaptive control
nonlinear system
quasi-ARX neural network
stability and accuracy
switching mechanism
Language
English
ISSN
1882-4889
1884-9970
Abstract
This paper introduces an improved quasi-ARX neural network and discusses its application to adaptive control of nonlinear systems. A switching mechanism is employed to improve the performance of the quasi-ARX neural network prediction model which has linear and nonlinear parts. An adaptive controller for a nonlinear system is established based on the proposed prediction model and some stability analysis of the control system is shown. Simulations are given to show the effectiveness of the proposed method both on stability and accuracy.

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