Struct AdaptiveSpikingNeuron 

pub struct AdaptiveSpikingNeuron { /* private fields */ }

Adaptive spiking neuron with homeostatic mechanisms

This neuron extends the basic spiking neuron with adaptive threshold and learning rate mechanisms to maintain stable firing rates.

Implementations

impl AdaptiveSpikingNeuron

pub fn new(position: Vec<f64>, target_firing_rate: f64) -> Self

Create new adaptive spiking neuron

Arguments

• position - Spatial position of the neuron
• target_firing_rate - Target firing rate for homeostasis

pub fn update(&mut self, dt: f64, input_current: f64) -> bool

Update neuron with homeostatic adaptation

Arguments

• dt - Time step size
• input_current - Input current for this time step

Returns

True if the neuron spiked, false otherwise

pub fn base_neuron(&self) -> &SpikingNeuron

Get reference to base neuron

pub fn base_neuron_mut(&mut self) -> &mut SpikingNeuron

Get mutable reference to base neuron

pub fn target_firing_rate(&self) -> f64

Get target firing rate

pub fn set_target_firing_rate(&mut self, rate: f64)

Set target firing rate

pub fn recent_firing_rate(&self) -> f64

Get recent firing rate

pub fn spike_count(&self) -> usize

Get current spike count

pub fn reset_adaptation(&mut self)

Reset adaptation state

Trait Implementations

impl Clone for AdaptiveSpikingNeuron

fn clone(&self) -> AdaptiveSpikingNeuron

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl Debug for AdaptiveSpikingNeuron

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

Formats the value using the given formatter.