Optimization of learning algorithms for Chaotic Diagonal Recurrent Neural Networks

Proceedings of 2010 International Conference on Intelligent Control and Information Processing, ICICIP 2010

Volumn , Issue PART 1, 2010, Pages 244-247

  Li, Zhanying ^a,b   Wang, Kejun ^a   Tang, Mo ^a  

^a HARBIN ENGINEERING UNIVERSITY   (China)

^b DALIAN UNIVERSITY OF TECHNOLOGY   (China)

Author keywords

[No Author keywords available]

Indexed keywords

DIAGONAL RECURRENT NEURAL NETWORKS; GRADIENT LEARNING ALGORITHM; OPTIMIZATION DESIGN; PREDICTION ACCURACY; SAMPLING TIME; WEIGHT TRAINING;

DATA PROCESSING; INTELLIGENT CONTROL; MATHEMATICAL MODELS; OPTIMIZATION; RECURRENT NEURAL NETWORKS;

LEARNING ALGORITHMS;

EID: 78649294879     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICICIP.2010.5564282     Document Type: Conference Paper

References (21)

1. K.S. Narendra and K. Parthasarathy, "Identification and control of dynamicsystems using neural networks" JEEE Trans.on Neural networks, Vol.1, No.1, 1990, pp. 4-27.
2. Y. Zhang and J. Wang, "Obstacle avoidance for kinematically redundant manipulators using a dual neural network", IEEE Trans. Syst., Man and Cybernetics, vol 34, no.1, 2004, pp. 752-759.
3. S. Mukhopadhyay and K.S. Narendra, "Disturbance Regection in Nonlinear Systems Using Neural Networks", IEEE Trans. Neural Nets., vol. 4, no. 1, 1993, pp. 63-72.
4. D. Rumelhart, G.E. Hinton, and R.J. Williams, "Learning internal representation by error propagation," Parallel Distributet Processing, D. Rumelhart and J McClelland(Eds.), Vol.1, 1986, pp. 318-362.
5. Chao-Chee K.u., Kwang Lee, "Diagonal Recurrent Neural Networks for Dynamic Systems Control," IEEE Transactions on Neural Networks, Vol.6, No.1, 1995, pp. 144-156.
6. S. Liu and Y. Du, "Sonar any srvo system based on diagonal recurrent neural network," IEEE Intern. Conf. Mechatronics&Automat., Niagara Falls, Ontario, Canada, 2005, pp. 1912-1917.
7. X. Wang and G. Peng, "Modeling and control for pneumatic manipulator based on dynamic neural network," IEEE International Conference on Systems, Man and Cybernetics, Vol.3, 2003, pp. 2231-2236.
8. X. Wang, G. Peng and Y Xue, "Internal model controller with diagonal recurrent neural network for pneumatic robot servo system," IEEE Intern. Symp. Comput Intelligence in Robotics and Automat., Japan, 2003, pp. 1064-1069.
9. T.G. Barbounis, J.B. Theocharis, M.C. Alexiadis and P.S. Dokopoulos, "Long-term wind speed and power forecastin using local recurrent neural network models," IEEE Trans. Energy Conversion, vol. 21, no.1, 2006, pp. 273-284.
10. F. Shaosheng and X. Hui, "Diagonal recurrent neural ntwork based predictive control for active power filter," Intern. Conf. Power Syst. Tech.-Powercon, Singapors, 2004, pp. 759-762.
11. R.T. Bambang, R.P. Yacoub and K. Uchida, "Identification of secondary path in ANV using diagonal recurrent neural networks with EKF algorithm," 5th Asian Contr. Conf, Melbourne, ustralia, 2004, pp. 665-673.
12. C.C. Ku, K.Y. Lee and R.M. Edwards, "Improved nuclear reactor temperature control using diagonal recurrent neural networks" IEEE Trans. Nuclear Science, Vol.39, 1992, No. 6, pp. 2298-2308.
13. B. Jayawardhana, L. Xie and S. Yuan, "Active control of sound based on diagonal recurrent neural network," Conference of the Society of Instrument and Control Engineers (SICE), Osaka, 2002, pp. 2666-2671.
14. P. A. Mastorocostas and J. B. Theocharis, "On stable learning of block-diagonal recurrent neural networks, part I: the RENNCOM algorithm," IEEE International Joint Conference on Neural Networks, vol. 2, 2004, pp. 815-820.
15. P. A. Mastorocostas and J. B. Theocharis, "On stable learning of block-diagonal recurrent neural networks, part II: application to the analysis of lung sounds," IEEE International Joint Conference on Neural Networks, vol. 2, 2004, pp. 821-826.
16. P. A. Mastorocostas and J. B. Theocharis, "A stable learning algorithm for block-diagonal recurrent neural networks: application to the analysis of lung sounds," IEEE Trans. Syst., Man, Cybern. - Part B: Cybernetics, vol. 36. no. 2, 2006, pp. 242-254.
17. S. C. Sivakumar, W. Robertson and W. J. Philips, "On-line stabilization of block-diagonal recurrent neural networks," IEEE Trans. Neural Nets., vol. 10, no. 1, 1999, pp. 167-175.
18. P. A. Mastorocostas, D. Varsamis, C. Mastorocostas and I. Rekanos, "An accelerating learning algorithm for block-diagonal recurrent neural networks," Intern. Conf. Comput. Intelligence for Modelling, Contr. And Automat., Vienna, Austria, 2005.
19. Zheng Liying, "Study and Application on Chaotic Neural Network and Fuzzy Chaotic Neural Network", Harbin Engineering Universty, 2002, pp. 61-64.
20. Wang Yi and Guo Wei, "Chaotic Neural Network Approach to Chaotic Time Series Prediction," Journal of Electronic Measurement and Instrument, vol. 21, No.6, 2007.
21. GRASSBERGER P, PROCACCIA, "Characterization of strange attractors". Phys. Rev. Lett, 1983, pp. 346-359.