DocumentCode
765195
Title
Implementation issues of sigmoid function and its derivative for VLSI digital neural networks
Author
Murtagh, P. ; Tsoi, A.C.
Author_Institution
Dept. of Electr. Eng., Queensland Univ., St Lucia, Qld., Australia
Volume
139
Issue
3
fYear
1992
fDate
5/1/1992 12:00:00 AM
Firstpage
207
Lastpage
214
Abstract
Proposes a number of different implementations for the first derivative of the sigmoid function. The implementation of the sigmoid function employs a powers-of-two piecewise linear approximation. The best implementation scheme for the derivative is suggested based on overall speed performance (circuit speed and training time) and hardware requirements.
Keywords
computerised signal processing; neural nets; piecewise-linear techniques; VLSI digital neural networks; piecewise linear approximation; sigmoid function;
fLanguage
English
Journal_Title
Computers and Digital Techniques, IEE Proceedings E
Publisher
iet
ISSN
0143-7062
Type
jour
Filename
141537
Link To Document