DocumentCode
821712
Title
Analog recurrent decision circuit with high signal-voltage symmetry and delay-time equality to improve continuous-time convergence performance
Author
Hirose, Akira ; Nakazawa, Kazuhiko
Author_Institution
Dept. of Electr. & Electron. Eng., Tokyo Univ., Japan
Volume
14
Issue
5
fYear
2003
Firstpage
1201
Lastpage
1206
Abstract
This paper reports experimental results showing that the recall dynamics of analog associative memories is largely influenced by signal-voltage symmetry of synaptic weights and inverse-noninverse delay-time equality of neurons. We propose a highly symmetric synapse and an equi-delaying neuron. We fabricated an association chip comprised of them to demonstrate a high association performance. In comparison experiments, we also observe large performance degradations when the symmetry or delay equality is deteriorated. We analyze the dynamics based on the statistics of recall results. The proposals and the analysis results are widely applicable to analog recurrent convergence circuits.
Keywords
CMOS analogue integrated circuits; VLSI; content-addressable storage; convergence; delays; neural chips; recurrent neural nets; CMOS synapse; analog recurrent decision circuit; associative memory; convergence dynamics; delay-time equality; saturation recurrent circuit; signal-voltage symmetry; synaptic weights; Associative memory; Circuits; Conductors; Convergence; Decision feedback equalizers; Degradation; Delay; Neurons; Statistical analysis; Switches;
fLanguage
English
Journal_Title
Neural Networks, IEEE Transactions on
Publisher
ieee
ISSN
1045-9227
Type
jour
DOI
10.1109/TNN.2003.816372
Filename
1243721
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