Module simple_spiking 

Compatibility facade for two-dimensional and higher spiking neuron models.

Each model owns its implementation and tests in a bounded child module while the historical public re-exports remain unchanged.

Re-exports

pub use alpha::AlphaNeuron;

pub use resonate_and_fire::ResonateAndFireNeuron;

Modules

alpha

Exact piecewise-constant-input flow for the dual alpha-synapse LIF: a leaky membrane relaxation driven by two five-state alpha-filter cascades, with the exact alpha-current convolution including the equal-time-constant limit.

balanced_resonate_and_fire 🔒

Balanced Resonate-and-Fire oscillator dynamics.

benda_herz 🔒

Benda-Herz firing-rate adaptation dynamics.

brunel_wang 🔒

Brunel-Wang conductance-based LIF dynamics.

butera_respiratory 🔒

Butera pre-Botzinger respiratory neuron dynamics.

chay 🔒

Chay pancreatic beta-cell dynamics.

chay_keizer 🔒

Faithful five-state Chay-Keizer pancreatic beta-cell dynamics.

coba_lif 🔒

Conductance-based leaky integrate-and-fire dynamics.

e_prop_alif 🔒

Adaptive LIF dynamics for eligibility propagation.

fitzhugh_nagumo 🔒

FitzHugh-Nagumo qualitative spiking dynamics.

fitzhugh_rinzel 🔒

FitzHugh-Rinzel bursting neuron dynamics.

gutkin_ermentrout 🔒

Gutkin-Ermentrout cortical neuron dynamics.

hindmarsh_rose 🔒

Hindmarsh-Rose bursting neuron dynamics.

lnm 🔒

Learnable parameterized neuron dynamics.

mckean 🔒

McKean piecewise-linear neuron dynamics.

morris_lecar 🔒

Morris-Lecar conductance-based neuron dynamics.

pernarowski 🔒

Pernarowski beta-cell bursting dynamics.

resonate_and_fire

Exact constant-real-input flow for the Izhikevich (2001) complex resonator.

sherman_rinzel_keizer 🔒

Sherman-Rinzel-Keizer pancreatic beta-cell dynamics.

superspike_neuron 🔒

SuperSpike surrogate-gradient neuron dynamics.

terman_wang 🔒

Terman-Wang oscillatory segmentation dynamics.

wilson_hr 🔒

Wilson HR polynomial cortical neuron dynamics.

Structs

BalancedResonateAndFireNeuron

Balanced Resonate-and-Fire — divergence-bound RF with smooth refractory reset. Higuchi, Kairat, Bohte, and Otte 2024, Algorithm 1.

BendaHerzNeuron

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

BrunelWangNeuron

Brunel-Wang 2001 — LIF with NMDA (Mg²⁺ block), AMPA, and GABA synaptic conductances for decision-making and working memory circuits.

ButeraRespiratoryNeuron

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

COBALIFNeuron

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

ChayKeizerNeuron

Chay & Keizer 1983 five-state pancreatic beta-cell model.

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).

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 — polynomial cortical neuron. Wilson 1999.

Functions

brf_sustain_oscillation_boundary