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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Bo Xu Shurong Li |
| Copyright Year | 2010 |
| Description | Author affiliation: School of Information and Control Engineering, China University of Petroleum, Dongying, Shandong 257061, China (Bo Xu; Shurong Li) |
| Abstract | In actual systems, actuator saturation is a common phenomenon, which often severely restricts system dynamic performance and gives rise to instability. In order to reduce the effects of saturation, this paper presents an adaptive control method based on multilayer neural networks (MNNs) for a class of uncertain nonlinear systems with Brunovsky canonical form and input saturation. This controller is composed of a tracking controller and a saturation compensator. The saturation compensator is designed by MNNs which considers the network reconstruction error and the system's external disturbance. The adaptation laws are derived in the sense of Lyapunov function. The closed-loop system is uniformly ultimately bounded, which is proved by Lyapunov theory. The simulation example is given to illustrate the effectiveness of this method. |
| Starting Page | 970 |
| Ending Page | 974 |
| File Size | 293915 |
| Page Count | 5 |
| File Format | |
| ISBN | 9781424451814 |
| DOI | 10.1109/CCDC.2010.5498079 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2010-05-26 |
| Publisher Place | China |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Actuators Control engineering Neural networks Nonlinear control systems Control systems Uncertain nonlinear systems Nonlinear dynamical systems Nonlinear systems Adaptive control Petroleum Actuator saturation Multi-layer neural network |
| Content Type | Text |
| Resource Type | Article |
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