期刊文献+

不确定混沌系统的直接自适应神经网络控制

Direct Adaptive Dynamic Neural Control of Unknown Chaotic System
原文传递
导出
摘要 提出了一种不确定混沌系统动态神经网络直接自适应控制方法。为了确保学习过程收敛性,研究了有效的在线学习算法,证明了闭环系统的稳定性,并针对Lorenz混沌系统进行了计算机仿真研究。 This paper presents a new direct adaptive state controller based on dynamic neural networks for unknown chaotic system. An on-line learning algorithm of neural networks is proposed to guarantee the convergence of the learning process. The stability of the closed-loop systems is proved. Simulation results are given for Lorenz chaotic system.
作者 谭文 王耀南
出处 《模式识别与人工智能》 EI CSCD 北大核心 2005年第1期12-16,共5页 Pattern Recognition and Artificial Intelligence
基金 国家自然科学基金(No.60075008 60102010 60375001) 湖南省自然科学基金(No.03JJY3107)
关键词 动态神经网络 混沌控制 学习算法 Dynamic Neural Networks Chaos Control Learning Algorithm
  • 相关文献

参考文献8

  • 1Tanaka K, Ikeda T, Wang H Q. A Unified Approach to Controlling Chaos via an LMI-Based Fuzzy Control System Design.IEEE Trans on Circuits Systems, 1998, 45(10): 1021-1040.
  • 2Loria A, Panteley E, Nijmeijer H. Control of the Chaotic Duffing Equation with Uncertainty in All Parameters. IEEE Trans on Circuits Systems, 1998, 45( 12): 1252- 1255.
  • 3Chen L, Chen G R. Fuzzy Predictive Control of Uncertain Chaotic System Using Time Series. International Journal of Bifurcation and Chaos, 1999. 9(4): 757-767.
  • 4谭文,王耀南,刘祖润,周少武.不确定混沌系统的模糊自适应控制[J].控制与决策,2003,18(4):471-474. 被引量:10
  • 5谭文,王耀南,刘祖润,周少武.非线性系统混沌运动的神经网络控制[J].物理学报,2002,51(11):2463-2466. 被引量:32
  • 6Rovithakis G A, Christodoulou M A. Direct Adaptive Regulation of Unknown Nonlinear Dynamical Systems via Dynamic Neural Networks. IEEE Trans on Systems, Man, and Cybernetics, 1995, 25(12): 1578-1594.
  • 7Rouche N, Habets P, Laloy M. Stability Theory by Lyapunov's Direct Method. New York, USA: Springer-Verlag, 1977.
  • 8Narendra K S, Annaswamy A M. Stable Adaptive Systems.Englewood Cliffs, USA: Prentice Hall, 1989.

二级参考文献8

  • 1Chen G. Controlling Chaos and Bifurcation in Engineering Systems[M]. Boca Raton:CRC Press,1999.
  • 2Ott E, Grebogi C, Yorke J A. Controlling chaos[J].Phys Rev Lett A,1990,64(11):1196-1199.
  • 3Chen G, Dong X. On feedback control of chaotic continuous-time systems [J]. IEEE Trans Circ Syst , 1993,40(9):591-601.
  • 4Gonzalc G A. Controlling chaos of an uncertain Lozi system via adaptive techniques[J]. Int J Bifurc Chaos,1995,5 (2) : 559-562.
  • 5Liang Chen, Guanrong Chen, Yangwoo Lee. Fuzzy modeling and adaptive control of uncertain chaotic system[J]. Infor Sci,1999,121(1):27-37.
  • 6Jang J S R. Adaptive network based fuzzy inference system[J]. IEEE Trans Syst Man Cybern, 1993, 23(3) : 665-685.
  • 7Goldberg R R. Methods of Real Analysis[M]. New York : Wiley, 1976.
  • 8Cowan C F N, Grant P M. Adaptive Filters[M].Englewood Cliffs : Prentice-Hall, 1985.

共引文献40

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部