Leaky integrate-and-fire neuron circuit based on floating-gate - - PowerPoint PPT Presentation

▶
leaky integrate and fire neuron circuit based on floating
SMART_READER_LITE
LIVE PREVIEW

Leaky integrate-and-fire neuron circuit based on floating-gate - - PowerPoint PPT Presentation

Mar 24, 2024 142 likes •221 views

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 dsjeong@kist.re.kr 1 Stochastic spiking neural network abstracts features

slide-1
SLIDE 1

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

dsjeong@kist.re.kr

1

slide-2
SLIDE 2

2

Stochastic spiking neural network abstracts features essential to recognition from raw input

. . . . . .

In ∈ MN1 Out ∈ MNl

(Nl < N1) In Out

Time Voltage

P(In|Out)

P

slide-3
SLIDE 3

3

Stochasticity in neuronal response is essential to stochastic SNN

Time Output t1 t2 tN … Time Input

T Stochasticity: variability in interspike interval (ISI)

slide-4
SLIDE 4

4

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

slide-5
SLIDE 5

5

FGLIF neuron spikes upon incident spikes

slide-6
SLIDE 6

6

Stochasticity is on the ground of noise, e.g. thermal, burst, and flicker noise

slide-7
SLIDE 7

7

Thank you very much!