DocumentCode :
1341142
Title :
A Neuron-MOS-Based VLSI Implementation of Pulse-Coupled Neural Networks for Image Feature Generation
Author :
Chen, Jun ; Shibata, Tadashi
Author_Institution :
Dept. of Electron. Eng., Univ. of Tokyo, Tokyo, Japan
Volume :
57
Issue :
6
fYear :
2010
fDate :
6/1/2010 12:00:00 AM
Firstpage :
1143
Lastpage :
1153
Abstract :
An analog circuit for implementing pulse-coupled neural networks (PCNNs) in very-large-scale integration (VLSI) hardware has been developed using the Neuron-MOS (νMOS) technology. PCNNs are biologically inspired models having powerful ability for image feature generation. With the νMOS technology, weighted sum of multiple input signals, which is an essential of PCNNs, is implemented simply by the capacitive coupling effect in a νMOS block. By employing the switched floating gates in the νMOS blocks as temporary analog memories, the storage of image data is simply realized. Moreover, the function of decay generation, which is crucial for emulating PCNNs neuronal dynamics, is also merged into a νMOS block by utilizing the input-terminal capacitors in it. With such techniques, the circuit achieves a purely voltage-mode implementation of PCNNs in a compact structure. Inheriting the merits of PCNNs, the circuit has good discriminability against different patterns as well as robustness against rotation and translation of identical patterns, which is analogous to human image perception. The performance of the circuit has been verified by the measurements of a proof-of-concept chip fabricated in a 0.35- μm double-polysilicon CMOS technology.
Keywords :
CMOS analogue integrated circuits; VLSI; neural nets; CMOS technology; VLSI; analog circuit; biologically inspired models; capacitive coupling effect; human image perception; image feature generation; neuron-MOS technology; pulse-coupled neural networks; size 0.35 mum; switched floating gates; very-large-scale integration; Analog circuits; VLSI; image feature generation; neuron-MOS $(nu {rm MOS})$; pulse-coupled neural network;
fLanguage :
English
Journal_Title :
Circuits and Systems I: Regular Papers, IEEE Transactions on
Publisher :
ieee
ISSN :
1549-8328
Type :
jour
DOI :
10.1109/TCSI.2009.2028751
Filename :
5340612
Link To Document :
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