Module simple_spiking 

Two-dimensional and higher spiking neuron models.

Structs

AlphaNeuron

Alpha-synapse LIF — separate excitatory/inhibitory exponential synapses.

BendaHerzNeuron

Benda-Herz 2003 — firing-rate adaptation via subtractive feedback.

ButeraRespiratoryNeuron

Butera pre-Bötzinger respiratory neuron. Butera et al. 1999.

COBALIFNeuron

Conductance-based LIF (COBA). Brette et al. 2007.

ChayKeizerNeuron

Chay-Keizer — modified beta cell with inactivating Ca current.

ChayNeuron

Chay 1985 — pancreatic beta cell with Ca-dependent K.

EPropALIFNeuron

e-prop ALIF — adaptive LIF for eligibility-propagation learning. Bellec et al. 2020.

FitzHughNagumoNeuron

FitzHugh-Nagumo 1961 — 2D qualitative spike model.

FitzHughRinzelNeuron

FitzHugh-Rinzel — 3D extension with slow bursting variable.

GutkinErmentroutNeuron

Gutkin-Ermentrout — reduced cortical neuron with Type-I excitability.

HindmarshRoseNeuron

Hindmarsh-Rose 1984 — 3D chaotic bursting model.

LearnableNeuronModel

Learnable Neuron Model (LNM) — parameterised activation + decay.

McKeanNeuron

McKean 1970 — piecewise-linear FHN variant.

MorrisLecarNeuron

Morris-Lecar 1981 — barnacle muscle fiber.

PernarowskiNeuron

Pernarowski 1994 — simplified beta cell burster (3 ODE).

ResonateAndFireNeuron

Resonate-and-Fire — damped oscillator with threshold. Izhikevich 2001.

ShermanRinzelKeizerNeuron

Sherman-Rinzel-Keizer 1988 — pancreatic beta cell (reduced).

SuperSpikeNeuron

SuperSpike — LIF with surrogate gradient trace. Zenke & Ganguli 2018.

TermanWangOscillator

Terman-Wang oscillator — segmentation by oscillatory correlation.

WilsonHRNeuron

Wilson HR — simplified cortical neuron. Wilson 1999.