Title :
Hardware implementation of complex reaction-diffusion neural networks using log-domain techniques
Author :
Serrano-Gotarredona, T. ; Serrano-Gotarredona, R. ; Linares-Barranco, B.
Author_Institution :
Centro Nacional de Microelectron., Inst. de Microelectron. de Sevilla, Spain
Abstract :
This paper describes a hardware implementation of a 2nd order reaction-diffusion system. This hardware is able to emulate complex spatio-temporal behaviours that appear in nature, such as, travelling waves, spiral waves and Turing patterns. The hardware has been designed using log-domain techniques with MOS transistors operating in the subthreshold regime. In our implementation, the parameters of the reaction-diffusion equation are currents that can be adjusted several decades in order to reproduce different spatio-temporal behaviours. As a demonstrator, a linear array of 10 cells has been integrated in the AMS 0.35μm CMOS technology. We have experimentally reproduced three complex spatio-temporal phenomena: trigger and travelling wave propagation and the emulation of an oscillatory medium.
Keywords :
CMOS integrated circuits; electromagnetic wave propagation; integrated circuit design; mixed analogue-digital integrated circuits; neural net architecture; nonlinear differential equations; reaction-diffusion systems; spatiotemporal phenomena; transistor circuits; wave equations; 0.35 microns; AMS CMOS technology; MOS transistors; Turing patterns; complex reaction-diffusion neural networks; complex spatio-temporal behaviours; hardware implementation; linear array; log-domain techniques; oscillatory medium; reaction-diffusion equation; spiral waves; subthreshold regime; travelling wave propagation; travelling waves; trigger wave propagation; Circuit synthesis; Coupling circuits; Differential equations; Laplace equations; Neural network hardware; Neural networks; Nonlinear equations; Pattern formation; Spirals; Voltage;
Conference_Titel :
Circuits and Systems, 2004. ISCAS '04. Proceedings of the 2004 International Symposium on
Print_ISBN :
0-7803-8251-X
DOI :
10.1109/ISCAS.2004.1328191