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Leaky integrate-and-fire neuron circuit based on floating-gate integrator
Vladimir Kornijcuk, Hyungkwang Lim, and Doo Seok Jeong
Korea Institute of Science and Technology
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Stochastic spiking neural network abstracts features essential to recognition from raw input
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. In ∈MN1
Out ∈MNl
(Nl < N1)
In Out
Time Volta
ge
P(In|Out)
P
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Stochasticity in neuronal response is essential to stochastic SNN
Time
Out
put
t1 t2 tN …
Time
Inp
ut
T
Stochasticity: variability in interspike interval (ISI)
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Floating-gate leaky integrate-and-fire (FGLIF) neuron circuit
Integrator Amplifier1 Amplifier2
Polarity inverter (reset)
Circuit simulation: LTSpice (BSIM 4 model: 65 nm technology)
Kornijcuk et al., Front. Neurosci. 10, 212, 2016
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FGLIF neuron spikes upon incident spikes
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Stochasticity is on the ground of noise, e.g. thermal, burst, and flicker noise
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Thank you very much!