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Transactions: WSEAS TRANSACTIONS ON CIRCUITS AND SYSTEMS
Transactions ID Number: 32-328
Full Name: Viacheslav Marakhovsky
Position: Professor
Age: ON
Sex: Male
Address: Pr. Kosygina 33, Build.1, App.387, St. Petersburg, 195298
Country: RUSSIA
Tel: 577-2354
Tel prefix: +7 812
Fax: +7-812-577-2354
E-mail address: vbmarak@gmail.com
Other E-mails: vbmarak@mail.ru
Title of the Paper: CMOS Implementation of an Artificial Neuron Training on Logical Threshold Functions
Authors as they appear in the Paper: Victor Varshavsky, Viacheslav Marakhovsky, Hiroshi Saito
Email addresses of all the authors: passed away, vbmarak@gmail.com, hiroshis@u-aizu.ac.jp
Number of paper pages: 22
Abstract: This paper offers a new methodology for designing in CMOS technology analog-digital artificial neurons training on arbitrary logical threshold functions of some number of variables. The problems of functional ability, implementability restrictions, noise stability, and refreshment of the learned state are formulated and solved. Some functional problems in experiments on teaching logical functions to an artificial neuron are considered. Recommendations are given on selecting testing functions and generating teaching sequences. All results in the paper are obtained using SPICE simulation. For simulation experiments with analog/digital CMOS circuits, transistor models MOSIS BSIM3v3.1, 0.8µm, level 7 are used.
Keywords: Artificial neuron, CMOS implementation, learnable synapse, excitatory and inhibitory inputs, learning process, learning sequence, refreshment process, test function, threshold logical element, threshold logical function, Horner's scheme, Fibonacci sequence.
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