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一种全局稳定的非线性神经网络系统自适应调节器

A globally stable adaptive regulator of nonlinear continuous system using neural networks
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摘要 对于一类连续时间的非线性动态系统x=f(x)+Bu+d,当系统中的非线性函数f(x)满足线性增长条件时,首先证明了f(x)中的x落入一紧集中,然后根据神经网络的逼近性质,给出了自适应调节器的设计方法.利用Lyapunov稳定性理论,证明了控制算法是全局稳定的,闭环系统状态是一致最终有界的. For a class of nonlinear dynamical system, when the nonlinear function f(x) satisfies linear growth condition, it was first proved that x falls into a compact set, then the adaptive regulator is proposed based on the approximation capability of neural networks. According to the Lyapunov stability theory, the algorithm is proved to be globally stable, uniformly ultimate boundedness of closed\|loop system is guaranteed.
出处 《大连理工大学学报》 CAS CSCD 北大核心 2002年第6期737-740,共4页 Journal of Dalian University of Technology
基金 山东省自然科学基金资助项目(Y2000G08).
关键词 全局稳定 自适应调节器 神经网络 非线性系统 自适应控制 adaptive regulators neural networks linear growth nonlinear systems
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参考文献10

  • 1NARENDRA K S, PARTHASARATHY K. Identification and control of dynamical systems using neural net-works [J]. IEEE Trans Neural Networks, 1990,1:4-27.
  • 2SANER R M, SLOTINE J J. Gaussian networks for direct adaptive control [J]. IEEE Trans Neural Networks, 1992,3:837-863.
  • 3WANG L X. Adaptive Fuzzy Systems and Control: Design and Stability Analysis [M]. NJ:Prentice Hall, 1994.
  • 4LEWIS F L, LIU K, YESIDIREK A. Neural net robot controller with guaranteed tracking performance[J]. IEEE Trans Neural Networks, 1995, 6:703-715.
  • 5JAGANNATHAN S, LEWIS F L. Multilayer discrete-time neural-net controller with guaranteed performance[J]. IEEE Trans Neural Networks, 1996,7:107-129.
  • 6IOANNOU P A, SUN J. Robust Adaptive Control [M]. NJ:Prentice Hall,1996.
  • 7CAO S G, REES N W, FENG G. Analysis and design for complex control systems.part I: fuzzy modeling and identification[J]. Automatica, 1997,6:1017-1028.
  • 8KOSMATOPOULOS E B, POLYCARPOU M M, CHRISTODOULOU M A, et al. Higher-order neural network structure for identification of dynamics systems[J]. IEEE Trans Neural Networks, 1995, 6:422-431.
  • 9POLYCARPOU M M, IOANNOU P A. On the existence and uniqueness of solutions in adaptive control systems[J]. IEEE Trans Auto Control,1993,38:474-479.
  • 10BARRON A R. Universal approximation bounds for superpositions of a sigmodial function[J]. IEEE Trans Neural Networks,1993,

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