Real-time multicompartment Hodgkin-Huxley neuron emulation on SoC FPGA - presented by Pr Timothée Levi

Real-time multicompartment Hodgkin-Huxley neuron emulation on SoC FPGA

Pr Timothée Levi

Pr Timothée Levi
Slide at 08:37
Neuron model
Timothee
Which model to use for cortical spiking neural networks hardware simulations?
Integrate & Fire
Models
FLOPS
integrate-and-fire
integrate-and-fire with adapt.
integrate-and-fire-or-burst
Izhikevich
resonate-and-fire
quadratic integrate-and-fire
Izhikevich (2003)
FitzHugh-Nagumo
Hodgkin-Huxley
Hindmarsh-Rose
Morris-Lecar
Wilson
Hodgkin-Huxley
1200
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Summary (AI generated)

In our team, we are working on modeling the sinusoid. The membrane potential of neurons is governed by a differential equation. This electrical schematic model includes different ionic conductances and capacitance representing the neuron's membrane. The differential equation is nonlinear, with ionic conductances dependent on voltage and the probability of opening or closing ionic channels.