Title :
Design and implementation of a biologically realistic olfactory cortex in analog VLSI
Author :
Principe, Jose C. ; Tavares, Vitor G. ; Harris, John G. ; Freeman, Walter J.
Author_Institution :
Comput. NeuroEng. Lab., Florida Univ., Gainesville, FL, USA
fDate :
7/1/2001 12:00:00 AM
Abstract :
This paper reviews the problem of translating signals into symbols preserving maximally the information contained in the signal time structure. In this context, we motivate the use of nonconvergent dynamics for the signal to symbol translator. We then describe a biologically realistic model of the olfactory system proposed by W. Freeman (1975) that has locally stable dynamics but is globally chaotic. We show how we can discretize Freeman´s model using digital signal processing techniques, providing an alternative to the more conventional Runge-Kutta integration. This analysis leads to a direct mixed-signal (analog amplitude/discrete time) implementation of the dynamical building block that simplifies the implementation of the interconnect. We present results of simulations and measurements obtained from a fabricated analog VLSI chip
Keywords :
CMOS analogue integrated circuits; Hebbian learning; Turing machines; VLSI; biomimetics; chemioception; neural chips; neural net architecture; nonlinear dynamical systems; physiological models; symbolic substitution; Freeman´s model discretisation; Hebbian learning; Turing machine; analog VLSI; biologically realistic model; biologically realistic olfactory cortex; digital signal processing; digital simulation models; direct mixed-signal implementation; gamma basis approximation; globally chaotic system; limit cycle; locally stable dynamics; neural assemblies; neuromorphic processor; nonconvergent dynamics; signal to symbol translator; symbolic reasoning; Animation; Biological system modeling; Biology computing; Biomedical signal processing; Digital signal processing; Lattices; Olfactory; Signal design; Signal processing; Very large scale integration;
Journal_Title :
Proceedings of the IEEE