DocumentCode
1563265
Title
Analog continuous-time recurrent decision circuit with high signal-voltage symmetry and delay-time equality
Author
Hirose, Akira ; Nakazawa, Kazuhiko
Author_Institution
Dept. of Electron. Eng., Univ. of Tokyo, Japan
Volume
5
fYear
2003
Abstract
Recurrent-convergence decision circuits include the historic Hopfield neural networks as well as prospective turbo decoders. For these applications, we propose two novel circuit elements: (1) a quick-response synaptic weight with high symmetry in both small-signal and large-amplitude operations and (2) an open-loop, quick-response and symmetrically parallel neuron circuit that has inverse and non-inverse outputs with delay-time equality and high signal-amplitude symmetry. We report the characteristics of these elements in a fabricated associative memory chip. We also analyze how the recalling statistics depend on the variation of the symmetry and delay equality of the elements. It is demonstrated that the proposals are very effective to improve the neural association performance.
Keywords
analogue processing circuits; content-addressable storage; continuous time systems; neural chips; recurrent neural nets; Hopfield neural networks; analog continuous-time recurrent decision circuit; associative memory chip; delay-time equality; inverse outputs; large-amplitude operations; neural association performance; noninverse outputs; quick-response synaptic weight; recalling statistics; signal-voltage symmetry; symmetrically parallel neuron circuit; turbo decoders; Associative memory; Circuits; Convergence; Decision feedback equalizers; Decoding; Delay; Neurons; Resistors; Signal processing; Voltage;
fLanguage
English
Publisher
ieee
Conference_Titel
Circuits and Systems, 2003. ISCAS '03. Proceedings of the 2003 International Symposium on
Print_ISBN
0-7803-7761-3
Type
conf
DOI
10.1109/ISCAS.2003.1206398
Filename
1206398
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