Adaptive equalization with neural networks: New multi-layer perceptron structures and their evaluation

ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings

Volumn 2, Issue , 1992, Pages 301-304

  Peng, Marcia ^a   Nikias, Chrysostomos L ^b   Proakis, John G ^a  

^a NORTHEASTERN UNIVERSITY   (United States)

^b UNIVERSITY OF SOUTHERN CALIFORNIA   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

AUDIO SIGNAL PROCESSING; BACKPROPAGATION ALGORITHMS; OPTICAL COMMUNICATION; SIGNAL PROCESSING; SPEECH COMMUNICATION;

ADAPTIVE EQUALIZATION; BACK-PROPAGATION TRAINING ALGORITHMS; CHANNEL DISTORTIONS; COMMUNICATION APPLICATION; CONSTELLATION SIZES; EQUALIZATION PROBLEM; LINEAR EQUALIZER; MULTI LAYER PERCEPTRON;

EQUALIZERS;

EID: 84964449961     PISSN: 15206149     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICASSP.1992.226060     Document Type: Conference Paper

References (7)

1. M. Peng, C. L. Nikias and J. G. Proakis, "Adaptive Equalization for PAM and QAM Signals with Neural Networks", To appear in Pioc. of 25th Asilomai Conf. on Signal, Systems & Computers, Nov. 4-6, 1991.
2. H. Leung and S. Haykin, "The Complex Backpropaga-tion Algorithm", IEEE Trans. Signal Processing, Vol. 39, No.9, September 1991, pp. 2101-2104.
3. S. Chen, G. J. Gibson, C. F. N. Cowan and P. M. Grant, "Adaptive Equalization of Finite Non-linear Channels Using Multilayer Perceptrons", Signal Processing 20, 1990, pp.107-119.
4. G. J. Gibson, S. Siu and C. F. N. Cowan, "Application of Multilayer Perceptrons as Adaptive Channel Equalizers". Proc. IEEE ICASSP, Glasgow, Scotland, May 23-26, 1989, pp.1183-1186.
5. G. J. Gibson, S. Siu and C. F. N. Cowan, "The Application of Nonlinear Structures to the Reconstruction of Binary Signals". IEEE Trans. Signal Processing, Vol. 39, No. 8, August 1991.
6. S. Siu, G. J. Gibson and C. F. N. Cowan, "Decision Feedback Equalization Using Neural Network Structures". IEE Int. Conf. Neural Networks, London, 1989.
7. F. Rosenblatt, Principles of Neurodynamics: Perceptrons and the Theory of Brain Mechanisms, Washington DC: Spartan Books, 1962.