DocumentCode
1124182
Title
Programmable analogue VLSI implementation for asymmetric sigmoid neural activation function and its derivative
Author
Tabarce, S. ; Tavares, V. Grade ; De Oliveira, P. Guedes
Author_Institution
Fac. of Eng., Univ. of Porto & INESC Porto, Portugal
Volume
41
Issue
15
fYear
2005
fDate
7/21/2005 12:00:00 AM
Firstpage
863
Lastpage
864
Abstract
A new CMOS VLSI implementation of an asymmetric programmable sigmoid neural activation function, as well as of its derivative, is presented. It consists of two coupled PMOS and NMOS differential pairs with different programmable bias currents that set the upper and lower limits of the sigmoid. The circuit works in the weak inversion region, for low power consumption and exponential envelope, or in strong inversion to achieve higher speeds. The results obtained from the theoretical transfer function, and from the simulations of the circuit implemented in AMI´s 0.35 μm technology, show a very good match.
Keywords
CMOS analogue integrated circuits; VLSI; integrated circuit design; low-power electronics; neural chips; programmable circuits; transfer functions; 0.35 micron; CMOS VLSI; NMOS; PMOS; asymmetric programmable sigmoid neural activation function; low power consumption; programmable analogue VLSI implementation; programmable bias currents; transfer function; weak inversion gain;
fLanguage
English
Journal_Title
Electronics Letters
Publisher
iet
ISSN
0013-5194
Type
jour
DOI
10.1049/el:20052024
Filename
1487753
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