Struct QuantumInspiredLIFNeuron 

pub struct QuantumInspiredLIFNeuron {
    pub z_re: f64,
    pub z_im: f64,
    pub tau: f64,
    pub theta: f64,
    pub dt: f64,
    pub v_reset: f64,
    rng_state: u64,
}

Quantum-inspired LIF neuron with non-classical probability logic.

Extends standard LIF by maintaining a complex-valued amplitude z = a + bi whose squared modulus |z|² determines the firing probability. Interference between excitatory and inhibitory inputs can produce non-classical suppression patterns (destructive interference).

dz/dt = (-z + I_complex) / τ P(spike) = |z|² / θ²

Reference: Quantum-neural hybrid models, IBM Heron r2 noise models.

Fields

z_re: f64

z_im: f64

tau: f64

theta: f64

dt: f64

v_reset: f64

rng_state: u64

Implementations

impl QuantumInspiredLIFNeuron

pub fn new() -> Self

pub fn step_complex(&mut self, i_re: f64, i_im: f64) -> i32

Step with real and imaginary current components.

pub fn step(&mut self, current: f64) -> i32

Standard step: real input only (imaginary = 0).

pub fn firing_probability(&self) -> f64

Firing probability from current amplitude.

pub fn reset(&mut self)

Trait Implementations

impl Clone for QuantumInspiredLIFNeuron

fn clone(&self) -> QuantumInspiredLIFNeuron

Returns a duplicate of the value.

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source.

impl Debug for QuantumInspiredLIFNeuron

fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter.

impl Default for QuantumInspiredLIFNeuron

fn default() -> Self

Returns the “default value” for a type.