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Adaptive NN Dynamic Surface Control for a Class of Uncertain Non-affine Pure-feedback Systems with Unknown Time-delay 被引量:2

Adaptive NN Dynamic Surface Control for a Class of Uncertain Non-affine Pure-feedback Systems with Unknown Time-delay
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摘要 Adaptive neural network (NN) dynamic surface control (DSC) is developed for a class of non-affine pure-feedback systems with unknown time-delay. The problems of "explosion of complexity" and circular construction of the practical controller in the traditional backstepping algorithm are avoided by using this controller design method. For removing the requirements on the sign of the derivative of function f~, Nussbaum control gain technique is used in control design procedure. The effects of unknown time-delays are eliminated by using appropriate Lyapunov-Krasovskii functionals. Proposed control scheme guarantees that all the signals in the closed-loop system are semi-globally uniformly ultimately bounded. Two simulation examples are presented to demonstrate the method. Adaptive neural network (NN) dynamic surface control (DSC) is developed for a class of non-affine pure-feedback systems with unknown time-delay. The problems of "explosion of complexity" and circular construction of the practical controller in the traditional backstepping algorithm are avoided by using this controller design method. For removing the requirements on the sign of the derivative of function f~, Nussbaum control gain technique is used in control design procedure. The effects of unknown time-delays are eliminated by using appropriate Lyapunov-Krasovskii functionals. Proposed control scheme guarantees that all the signals in the closed-loop system are semi-globally uniformly ultimately bounded. Two simulation examples are presented to demonstrate the method.
出处 《International Journal of Automation and computing》 EI CSCD 2016年第3期268-276,共9页 国际自动化与计算杂志(英文版)
基金 partially supported by the Key Program of Henan Provincial Department of Education(No.13A470254) National Natural Science Foundation of China(Nos.61273137 and 51375145) the Science and Technology Innovative Foundation for Distinguished Young Scholar of Henan Province(No.144100510004) the Science and Technology Programme Foundation for the Innovative Talents of Henan Province University(No.13HASTIT038)
关键词 Nonaffine pure-feedback systems dynamic surface control (DSC) TIME-DELAY neural network backstepping. Nonaffine pure-feedback systems, dynamic surface control (DSC), time-delay, neural network, backstepping.
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