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
fDate :
May 30 2010-June 2 2010
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;
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
DOI :
10.1109/ISCAS.2010.5537019