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
fDate :
7/21/2005 12:00:00 AM
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;
Journal_Title :
Electronics Letters
DOI :
10.1049/el:20052024