Title :
An adaptable CMOS depressing synapse with detection of changes in input spike rate
Author :
Irizarry-Valle, Yilda ; Parker, Alice C. ; Grzywacz, Norberto M.
Author_Institution :
Dept. of Electr. Eng., Univ. of Southern California, Los Angeles, CA, USA
Abstract :
Sensory pathways in the brain attain large dynamic ranges and novelty detection through adaptive mechanisms. We present a CMOS neuromorphic circuit emulating the adaptation dynamics of short-term depressing synapses for both transient and steady state. The circuit detects abrupt changes in the input firing rate following the Weber-Fechner relation, where the transient response is proportional to the fractional change of the input firing rate. In the steady state, the input-output relationship follows the one over frequency law in the excitatory postsynaptic potential (EPSP) amplitude. The circuit also detects novel change after a long interval of inactivity. The design comprises a small number of transistors, while capturing the desired input-output relationship. The amplitude of both transient and steady state EPSP are tunable. To our knowledge this is the first CMOS design to approach the Weber-Fechner relation.
Keywords :
CMOS integrated circuits; biomimetics; integrated circuit design; neural nets; transient response; CMOS design; CMOS neuromorphic circuit; EPSP amplitude; Weber-Fechner relation; adaptable CMOS depressing synapse; adaptation dynamics; brain attain large dynamic ranges; excitatory postsynaptic potential; input firing rate; input spike rate; input-output relationship; sensory pathways; short-term depressing synapses; transient response; Approximation methods; Capacitance; Neurons; Neurotransmitters; Steady-state; Transient analysis; Transistors;
Conference_Titel :
Circuits and Systems (LASCAS), 2014 IEEE 5th Latin American Symposium on
Conference_Location :
Santiago
Print_ISBN :
978-1-4799-2506-3
DOI :
10.1109/LASCAS.2014.6820322