DocumentCode
288870
Title
Current-mode building blocks for CMOS-VLSI design of chaotic neural networks
Author
Delgado-Restituto, Manuel ; Rodriguez-Vázquez, Angel
Author_Institution
Centro Nacional de Microelectron., Seville, Spain
Volume
6
fYear
1994
fDate
27 Jun- 2 Jul 1994
Firstpage
3973
Abstract
This paper presents two nonlinear CMOS current-mode circuits that implement neuron soma equations for chaotic neural networks, and another circuit to realize programmable current-mode synapse using CMOS-compatible BJTs. They have been fabricated in a double-metal, single-poly 1.6 μm CMOS technology and their measured performance reached the expected function and specifications. The neuron soma circuits use a novel, highly accurate CMOS circuit strategy to realize piecewise-linear characteristics in current-mode domain. Their prototypes obtain reduced area and low voltage power supply (down to 3 V) with clock frequency of 500 kHz. As regard to the synapse circuit, it obtains large linearity and continuous, linear, weight adjustment by exploitation of the exponential-law operation of CMOS-BJTs. The full accordance observed between theory and measurements supports the development of future analog VLSI chaotic neural networks to emulate biological systems and advanced computation
Keywords
CMOS analogue integrated circuits; VLSI; chaos; current-mode logic; neural chips; nonlinear network synthesis; piecewise-linear techniques; 1.6 mum; 3 V; 500 kHz; CMOS-VLSI design; CMOS-compatible BJT; analog VLSI chaotic neural networks; chaotic neural networks; continuous linear weight adjustment; current-mode building blocks; double-metal single-poly 1.6 μm CMOS technology; neuron soma equations; nonlinear CMOS current-mode circuits; piecewise-linear characteristics; programmable current-mode synapse; CMOS technology; Chaos; Current mode circuits; Low voltage; Neural networks; Neurons; Nonlinear equations; Piecewise linear techniques; Power supplies; Prototypes;
fLanguage
English
Publisher
ieee
Conference_Titel
Neural Networks, 1994. IEEE World Congress on Computational Intelligence., 1994 IEEE International Conference on
Conference_Location
Orlando, FL
Print_ISBN
0-7803-1901-X
Type
conf
DOI
10.1109/ICNN.1994.374847
Filename
374847
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