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一类具有状态时滞的严格反馈非线性系统的自适应神经控制

Adaptive neural control for a class of strict-feedback nonlinear systems with state time delays.

作者信息

Yoo Sung Jin, Park Jin Bae, Choi Yoon Ho

机构信息

Engineering Research Institute, Yonsei University, Seoul 120-749, Korea.

出版信息

IEEE Trans Neural Netw. 2009 Jul;20(7):1209-15. doi: 10.1109/TNN.2009.2022159. Epub 2009 May 15.

Abstract

This brief proposes a simple control approach for a class of uncertain nonlinear systems with unknown time delays in strict-feedback form. That is, the dynamic surface control technique, which can solve the "explosion of complexity" problem in the backstepping design procedure, is extended to nonlinear systems with unknown time delays. The unknown time-delay effects are removed by using appropriate Lyapunov-Krasovskii functionals, and the uncertain nonlinear terms generated by this procedure as well as model uncertainties are approximated by the function approximation technique using neural networks. In addition, the bounds of external disturbances are estimated by the adaptive technique. From the Lyapunov stability theorem, we prove that all signals in the closed-loop system are semiglobally uniformly bounded. Finally, we present simulation results to validate the effectiveness of the proposed approach.

摘要

本简报针对一类具有未知时滞的严格反馈形式不确定非线性系统提出了一种简单的控制方法。即,将能解决反步法设计过程中“复杂性爆炸”问题的动态面控制技术扩展到具有未知时滞的非线性系统。通过使用适当的Lyapunov-Krasovskii泛函消除未知时滞影响,并且利用神经网络的函数逼近技术对该过程产生的不确定非线性项以及模型不确定性进行逼近。此外,通过自适应技术估计外部干扰的界。根据Lyapunov稳定性定理,我们证明闭环系统中的所有信号都是半全局一致有界的。最后,我们给出仿真结果以验证所提方法的有效性。

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