DocumentCode
3795752
Title
A charge-based on-chip adaptation Kohonen neural network
Author
Y. He;U. Cilingiroglu
Author_Institution
Dept. of Electr. Eng., Texas A&M Univ., College Station, TX, USA
Volume
4
Issue
3
fYear
1993
Firstpage
462
Lastpage
469
Abstract
A charge-based on-chip synapse adaptation Kohonen neural network circuit is proposed. The properties of the approach are low power dissipation and high density due to the charge transfer mechanism and the novel compact device configurations. The prototype chip which contains 12*10 synapses with a density of 190 synapses/mm/sup 2/ was fabricated with 2- mu m standard CMOS technology. The experimental results from the prototype chip demonstrated successful unsupervised learning and classification as theoretically predicted.
Keywords
"Network-on-a-chip","Neural networks","Circuits","Adaptive systems","Mechanical factors","Power dissipation","Charge transfer","Prototypes","CMOS technology"
Journal_Title
IEEE Transactions on Neural Networks
Publisher
ieee
ISSN
1045-9227
Type
jour
DOI
10.1109/72.217189
Filename
217189
Link To Document