Effects of analog-VLSI hardware on the performance of the LMS algorithm

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 4131 LNCS - I, Issue , 2006, Pages 963-973

  Carvajal, Gonzalo ^a   Figueroa, Miguel ^a   Bridges, Seth ^b  

^a UNIVERSITY OF CONCEPCIÓN   (Chile)

^b UNIVERSITY OF WASHINGTON   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ADAPTIVE FILTERING; ALGORITHMS; ERROR ANALYSIS; NEURAL NETWORKS; TRANSFER FUNCTIONS; VLSI CIRCUITS;

ADAPTIVE FILTERS; LEAST-MEAN-SQUARE (LMS) ALGORITHM; NONLINEAR TRANSFER FUNCTIONS;

COMPUTER HARDWARE;

EID: 33749869091     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/11840817_100     Document Type: Conference Paper

References (8)

1. H. C. Card, B. K. Dolenko, D. K. McNeill, C. R. Schneider, and R. S. Schneider. Is VLSI Neural Learning Robust Against Circuit Limitations? In IEEE International Conference on Neural Networks, volume 3, pages 1889-1893, Miami, FL, USA, 1994.
2. B. Dolenko and H. Card. Tolerance to Analog Hardware of On-Chip Learning in Backpropagation Networks. IEEE Transactions on Neural. Networks, 6(5):1045-1052, 1995.
3. M. Figueroa, E. Matamala, G. Carvajal, and S. Bridges. Adaptive Signal Processing in Mixed-Signal VLSI with Anti-Hebbian Learning. In IEEE Computer Society Annual Symposium on VLSI, pages 133-138, Karlsruhe, Germany, 2006. IEEE.
4. A. Flores and B. Widrow. Assessment of the Efficiency of the LMS algorithm Based on Spectral Information. In Asilomnr Conf. on Signals, Systems and Computers, volume 1, pages 120-124, Pacific Grove, CA, 2004.
5. D. K. McNeill and H. C. Card. Analog Hardware Tolerance of Soft Competitive Learning. In IEEE International Conference on Neural Networks, volume 4, pages 2004-2008, Miami, FL, USA, 1994.
6. C. Mead. Analog VLSI and Neural Systems. Addison-Wesley, Reading, MA, 1989.
7. M. J. M. Pelgrom, A. C. J. Duinnmijer, and A. P. G. Weibers. Matching Properties of MOS Transistors. IEEE Journal of Solid-State Circuit, 24(5): 1433-1440, 1989.
8. B. Widrow and E. Walach. Adaptive Inverse Control. Prentice-Hall, Upper Saddle River, NJ, 1996.