CMAC Neural Network and Its Use in Problems of Identification and Control of Nonlinear Dynamic Objects

Efficient use of CMAC (Cerebellar Model Articulation Controller) for identification and real-time control of nonlinear dynamical systems is demonstrated. An on-line weight training algorithm is proposed. The results of modelling and controlling nonlinear objects with unknown dynamics testify to the efficiency of this network.

[1]  P. C. Parks,et al.  Convergence Properties of Associative Memory Storage for Learning Control Systems , 1990 .

[2]  Oleg G. Rudenko,et al.  Real-Time Identification of Nonlinear Time-Varying Systems Using Radial Basis Function Network , 2003 .

[3]  Bernard Widrow,et al.  Adaptive switching circuits , 1988 .

[4]  D.A. Handelman,et al.  Theory and development of higher-order CMAC neural networks , 1992, IEEE Control Systems.

[5]  W. T. Miller,et al.  CMAC: an associative neural network alternative to backpropagation , 1990, Proc. IEEE.

[6]  Youji Iiguni Hierarchical image coding via cerebellar model arithmetic computers , 1996, IEEE Trans. Image Process..

[7]  O. G. Rudenko,et al.  Properties of a class of multistep adaptive identification algorithms , 1986 .

[8]  David E. Thompson,et al.  Neighborhood sequential and random training techniques for CMAC , 1995, IEEE Trans. Neural Networks.

[9]  James S. Albus,et al.  I A New Approach to Manipulator Control: The I Cerebellar Model Articulation Controller , 1975 .

[10]  Kumpati S. Narendra,et al.  Identification and control of dynamical systems using neural networks , 1990, IEEE Trans. Neural Networks.

[11]  M. T. Wasan Stochastic Approximation , 1969 .

[12]  James S. Albus,et al.  Data Storage in the Cerebellar Model Articulation Controller (CMAC) , 1975 .

[13]  Yan Li,et al.  Analysis of minimal radial basis function network algorithm for real-time identification of nonlinear dynamic systems , 2000 .

[14]  James S. Albus,et al.  New Approach to Manipulator Control: The Cerebellar Model Articulation Controller (CMAC)1 , 1975 .

[15]  W. Thomas Miller,et al.  Real-time dynamic control of an industrial manipulator using a neural network-based learning controller , 1990, IEEE Trans. Robotics Autom..

[16]  Shih-Lin Hung,et al.  High-order MS CMAC neural network , 2001, IEEE Trans. Neural Networks.

[17]  Chao He,et al.  Learning Convergence of CMAC Algorithm , 2004, Neural Processing Letters.

[18]  W. T. Miller,et al.  Deconvolution and nonlinear inverse filtering using a neural network , 1989, International Conference on Acoustics, Speech, and Signal Processing,.