DocumentCode
3372083
Title
Synthesis of log-domain integrators for silicon synapses with global parametric control
Author
Mitra, Srinjoy ; Indiveri, Giacomo ; Etienne-Cummings, Ralph
Author_Institution
ECE Dept., Johns Hopkins Univ., Baltimore, MD, USA
fYear
2010
fDate
May 30 2010-June 2 2010
Firstpage
97
Lastpage
100
Abstract
We present a series of circuits for implementing silicon synapses with biologically plausible temporal dynamics and independent global control over gain and time-constant. These types of circuits are useful for implementing synaptic dynamics in neuromorphic networks of spiking neurons, and adaptive or homeostatic mechanisms for controlling the synaptic weights. We demonstrate very compact circuit solutions, with as few as six transistors, that can be used as synaptic elements which behave like linear-integrators. The integrators are designed with translinear loops and provide an intuitive and flexible synthesis methodology.
Keywords
neural nets; global parametric control; independent global control; linear-integrators; log-domain integrators; neuromorphic networks; silicon synapses; spiking neurons; synaptic dynamics; synaptic elements; temporal dynamics; translinear loops; Biological control systems; Biological information theory; Biological system modeling; Circuits; Control systems; Neurons; Silicon; Very large scale integration; Voltage; Weight control;
fLanguage
English
Publisher
ieee
Conference_Titel
Circuits and Systems (ISCAS), Proceedings of 2010 IEEE International Symposium on
Conference_Location
Paris
Print_ISBN
978-1-4244-5308-5
Electronic_ISBN
978-1-4244-5309-2
Type
conf
DOI
10.1109/ISCAS.2010.5537019
Filename
5537019
Link To Document