DocumentCode
3442056
Title
CMOS design of two winner-take-all circuits using pulse duty cycle synaptic weighting
Author
Moon, G. ; Zaghloul, M.E. ; Newcomb, R.W.
Author_Institution
Dept. of Electron., Hallym Univ., Chunchon, South Korea
Volume
6
fYear
1994
fDate
30 May-2 Jun 1994
Firstpage
379
Abstract
In this paper the pulse coded Neural Processing Element (NPE) is used to realize two Winner-Take-All (WTA) systems which use an Hebbian type learning rule for setting the synaptic weights. The two systems, temporal and maximum-level, use the same circuit with a small connection change. In the NPE the average pulse duty cycle modulation technique is used to achieve pulse coded weighting for an artificial neuron. The average pulse duty cycle serves as an information mechanism to determine the weight multiplication. SPICE simulations check the theory with a CMOS prototype chip designed and fabricated through MOSIS. Measurements on the chip compared with simulation results verify the operation of the WTA circuitry
Keywords
CMOS analogue integrated circuits; Hebbian learning; SPICE; analogue processing circuits; neural chips; pulse circuits; CMOS design; Hebbian type learning rule; MOSIS; SPICE simulation; maximum-level systems; pulse coded neural processing element; pulse duty cycle modulation; synaptic weighting; temporal systems; winner-take-all circuits; Capacitors; Circuit simulation; Educational institutions; Laboratories; Moon; Neurons; Pulse circuits; Pulse modulation; Space vector pulse width modulation; Threshold voltage;
fLanguage
English
Publisher
ieee
Conference_Titel
Circuits and Systems, 1994. ISCAS '94., 1994 IEEE International Symposium on
Conference_Location
London
Print_ISBN
0-7803-1915-X
Type
conf
DOI
10.1109/ISCAS.1994.409605
Filename
409605
Link To Document