Pulsed neural networks based on Delta-Sigma Modulation suitable for hardware implementation

IEEE International Conference on Neural Networks - Conference Proceedings

Volumn 4, Issue , 2004, Pages 2607-2612

  Murahashi, Yoshimitsu ^a   Hotta, Hirohisa ^a   Doki, Shinji ^a   Okuma, Shigeru ^a  

^a NAGOYA UNIVERSITY   (Japan)

Author keywords

[No Author keywords available]

Indexed keywords

LINEAR FEEDBACK SHIFT REGISTERS (LFSR); PULSED NEURAL NETWORKS (PNN); RANDOM PULSE WIDTH MODULATION (RPWM); WEIGHT MULTIPLIERS;

COMPUTER HARDWARE; DELTA SIGMA MODULATION; GRADIENT METHODS; INDEPENDENT COMPONENT ANALYSIS; MATRIX ALGEBRA; PRINCIPAL COMPONENT ANALYSIS; PROBLEM SOLVING; PULSE WIDTH MODULATION; SIGNAL PROCESSING; SIGNAL TO NOISE RATIO; TRANSFER FUNCTIONS;

NEURAL NETWORKS;

EID: 10944233666     PISSN: 10987576     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IJCNN.2004.1381057     Document Type: Conference Paper

References (8)

1. Y. Kondo, Y. Sawada, "Functional abilities of a stochastic logic neural network," IEEE Trans. on Neural Networks, Vol. 3, No. 3, pp. 434-443, 1992
2. Young-Chul Kim, Michael A. Shanbaltt, "Random noise effect in pulse-mode digital multiplier neural networks," IEEE Trans. on Neural Networks, Vol. 6, No. 1, pp. 220-229, 1995
3. Y. Murahashi, S. Doki, S. Okuma, "Pulsed neural networks based on delta-sigma modulation and their GHA learning rule," Vol. 122-C, No. 8, pp. 1821-1829, 2002
4. J. C. Candy, G. C. Ternes, "Oversampling Methods for A/D and D/A Conversion," Oversampling Delta-Sigma Data converters, pp. 1-25, 1992
5. Y. Yokoyama, Y. Ohno, S. Kishimoto, K. Maezawa, "A Delta-Sigma analog-to-digital converter using resonant tunneling diodes," The Japan Society of Applied Physics, vol. 40, pp. 1005-1007, 2001
6. T. D. Sanger, "Optimal supervised learning in a single-layer neural networks," Neural Networks, Vol. 2, pp. 459-473, 1989
7. Aapo Hyvarinen, "Survey on Independent Component Analysis," Neural computing surveys 2, pp.94-128, 1999
8. S.-I. Amari, A Cichocki, "Adaptive blind signal processing-neural network approaches," Proceedings of the IEEE, Vol. 86, No. 10, 1998