Title :
Mixed analog/digital chaotic neuro-computer prototype: 400-neuron dynamical associative memory
Author :
Horio, Yoshihiko ; Okuno, Takahide ; Mori, Koji
Author_Institution :
Graduate Sch. of Eng., Tokyo Denki Univ., Japan
Abstract :
We construct the dynamical associative memory on the switched-capacitor (SC) 400-neuron chaotic neuro-computer prototype. We observe a variety of associative dynamics from the prototype. The chaotic behavior of the dynamical association comes from complexity in real number. The analog SC chaotic neurons used in the system can handle real numbers through their continuous variables, therefore, they would faithfully reproduce the chaotic behavior. In construct, digital computers cannot handle almost all real numbers. In this respect, we analyze the measured results from the hardware system in comparison with those from computer simulations. In the computer simulation, we take into account characteristics of the analog circuit and noise.
Keywords :
content-addressable storage; digital computers; mixed analogue-digital integrated circuits; neural chips; prototypes; analog SC chaotic neurons; analog circuit characteristics; chaotic behavior; computer simulations; digital computers; dynamical associative memory; hardware system; mixed analog-digital chaotic neuro-computer prototype; noise characteristics; switched capacitor; Analog computers; Analog integrated circuits; Associative memory; Chaos; Chaotic communication; Computer simulation; Hardware; Neural networks; Neurons; Prototypes;
Conference_Titel :
Neural Networks, 2004. Proceedings. 2004 IEEE International Joint Conference on
Print_ISBN :
0-7803-8359-1
DOI :
10.1109/IJCNN.2004.1380862