Document Detail


Analog CMOS implementation of a multilayer perceptron with nonlinear synapses.
MedLine Citation:
PMID:  18276449     Owner:  NLM     Status:  In-Data-Review    
Abstract/OtherAbstract:
A neurocomputer based on a high-density analog integrated circuit developed in a 3 mum CMOS technology has been built. The 1.6 mmx2.4 mm chip contains 18 neurons and 161 synapses in three layers, and provides 16 inputs and 4 outputs. The weights are stored on storage capacitors of the synapses. A formalization of the error back-propagation algorithm which allows the use of very small nonlinear synapses is shown. The influence of offset voltages in the synapses on the circuit performance is analyzed. Some experimental results are reported and discussed.
Authors:
J B Lont; W Guggenbuhl
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Publication Detail:
Type:  Journal Article    
Journal Detail:
Title:  IEEE transactions on neural networks / a publication of the IEEE Neural Networks Council     Volume:  3     ISSN:  1045-9227     ISO Abbreviation:  IEEE Trans Neural Netw     Publication Date:  1992  
Date Detail:
Created Date:  2008-02-15     Completed Date:  -     Revised Date:  -    
Medline Journal Info:
Nlm Unique ID:  101211035     Medline TA:  IEEE Trans Neural Netw     Country:  United States    
Other Details:
Languages:  eng     Pagination:  457-65     Citation Subset:  -    
Affiliation:
Electron. Lab., Swiss Federal Inst. of Technol., Zurich.
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