AN ANALOG MEMORY CIRCUIT FOR SPIKING SILICON NEURONS

Citation
Jg. Elias et al., AN ANALOG MEMORY CIRCUIT FOR SPIKING SILICON NEURONS, Neural computation, 9(2), 1997, pp. 419-440
Citations number
24
Categorie Soggetti
Computer Sciences","Computer Science Artificial Intelligence",Neurosciences
Journal title
ISSN journal
08997667
Volume
9
Issue
2
Year of publication
1997
Pages
419 - 440
Database
ISI
SICI code
0899-7667(1997)9:2<419:AAMCFS>2.0.ZU;2-Y
Abstract
A simple circuit is described that functions as an analog memory whose state and dynamics are directly controlled by pulsatile inputs. The c ircuit has been incorporated into a silicon neuron with a spatially ex tensive dendritic tree as a means of controlling the spike firing thre shold of an integrate-and-fire soma. Spiking activity generated by the neuron itself and by other units in a network can thereby regulate th e neuron's excitability over time periods ranging from milliseconds to many minutes. Experimental results are presented showing applications to temporal edge sharpening, bistable behavior, and a network that le arns in the manner of classical conditioning.