DocumentCode :
3345667
Title :
An adaptive neuro/fuzzy CMOS chip
Author :
Salam, Fathi M A ; Erten, Gamze
Author_Institution :
Dept. of Electr. Eng., Michigan State Univ., East Lansing, MI, USA
Volume :
3
fYear :
1995
fDate :
30 Apr-3 May 1995
Abstract :
Summary form only given. A modular chip, Tinychip in 2 micron CMOS process, contains a fuzzy-neuro system that is comprised of the usual fuzzification, inference, and defuzzification blocks. The circuit building blocks consist of single-transistors, differential pairs, transconductance multipliers, and bump circuits. The fuzzification and the defuzzification blocks each uses single-layer neural mapping with nonlinear synapses composed of multipliers and differential pairs. The inference block is realized by a two-layer feedforward network using nonlinear synapses and learning circuitries based on the modified, continuous-time back-propagation and optimal control techniques. The fuzzy-neuro chip can be embedded within a control processing loop and work to preserve the control system´s overall stability and performance
Keywords :
CMOS analogue integrated circuits; analogue processing circuits; backpropagation; feedforward neural nets; fuzzy logic; fuzzy neural nets; inference mechanisms; neural chips; 2 micron; CMOS chip; Tinychip; adaptive neuro/fuzzy chip; bump circuits; continuous-time back-propagation; control processing loop; defuzzification block; differential pairs; feedforward network; fuzzification block; inference; learning circuitries; nonlinear synapses; optimal control techniques; single-layer neural mapping; stability; transconductance multipliers; Analog computers; Biological neural networks; Circuits and systems; Control systems; Fuzzy logic; Laboratories; Nervous system; Optimal control; Signal processing; Transconductance;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Circuits and Systems, 1995. ISCAS '95., 1995 IEEE International Symposium on
Conference_Location :
Seattle, WA
Print_ISBN :
0-7803-2570-2
Type :
conf
DOI :
10.1109/ISCAS.1995.523896
Filename :
523896
Link To Document :
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