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| Content Provider | IET Digital Library |
|---|---|
| Author | Ma, Jiali Xu, Shengyuan Cui, Guozeng Chen, Weimin Zhang, Zhengqiang |
| Abstract | The problem of adaptive neural networks (NNs) control for a class of uncertain non-linear systems with input delay and disturbances is studied. By using Pade approximation method, an auxiliary system is constructed to compensate the input delay based on the introduced variable. NNs are used to approximate the unknown non-linear functions. With the aid of backstepping technique, adaptive NNs controllers are designed which can guarantee all the signals in the closed-loop systems are semi-globally uniformly ultimately bounded and the tracking error can be adjusted around the origin with a small neighbourhood. The stability of the closed-loop systems is proved by using the Lyapunov stability theorem and two simulation examples are given to illustrate the effectiveness of the proposed methods. |
| Starting Page | 506 |
| Ending Page | 516 |
| Page Count | 11 |
| ISSN | 17518644 |
| Volume Number | 13 |
| e-ISSN | 17518652 |
| Issue Number | Issue 4, Mar (2019) |
| Alternate Webpage(s) | https://digital-library.theiet.org/content/journals/iet-cta/13/4 |
| Alternate Webpage(s) | https://digital-library.theiet.org/content/journals/10.1049/iet-cta.2018.5326 |
| Journal | IET Control Theory & Applications |
| Publisher Date | 2018-12-19 |
| Access Restriction | Open |
| Rights Holder | © The Institution of Engineering and Technology |
| Subject Keyword | Adaptive Backstepping Control Adaptive Control Adaptive Neural Network Control Adaptive NNs Controller Approximation Theory Auxiliary System Backstepping Technique Closed Loop System Closed-loop System Control Nonlinearities Control System Analysis Control System Synthesis Delay Distributed Parameter Control System Feedback Input Delay Interpolation And Function Approximation Lyapunov Method Lyapunov Stability Theorem Neurocontrol Neurocontrollers Nonlinear Control System Nonlinear Function Numerical Analysis Pade Approximation Method Self Adjusting Control System Stability Stability in Control Theory Strict-feedback Nonlinear System Synthesis Method Uncertain Nonlinear System Uncertain System |
| Content Type | Text |
| Resource Type | Article |
| Subject | Control and Optimization Control and Systems Engineering Human-Computer Interaction Electrical and Electronic Engineering Computer Science Applications |
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