Struct SynapticNetwork 

pub struct SynapticNetwork {
    pub n_neurons: usize,
    pub connections: Vec<Connection>,
    pub gap_junctions: Vec<GapJunction>,
    pub ephaptic_couplings: Vec<EphapticCoupling>,
    pub neuromodulators: NeuromodulatorState,
    /* private fields */
}

Synaptic network.

Manages a network of neurons connected by synapses.

Fields

n_neurons: usize

Number of neurons in the network.

connections: Vec<Connection>

Chemical synaptic connections.

gap_junctions: Vec<GapJunction>

Gap junctions.

ephaptic_couplings: Vec<EphapticCoupling>

Ephaptic couplings.

neuromodulators: NeuromodulatorState

Neuromodulator state.

Implementations

impl SynapticNetwork

pub fn new(n_neurons: usize) -> Self

Create a new synaptic network.

Arguments

• n_neurons - Number of neurons in the network

pub fn add_connection( &mut self, pre: usize, post: usize, synapse: Synapse, ) -> Result<()>

Add a chemical synapse connection.

pub fn add_gap_junction( &mut self, neuron1: usize, neuron2: usize, conductance: f64, ) -> Result<()>

Add a gap junction.

pub fn add_ephaptic_coupling( &mut self, source: usize, target: usize, distance: f64, ) -> Result<()>

Add ephaptic coupling.

pub fn spike(&mut self, neuron_id: usize) -> Result<()>

Process spike from a neuron.

Arguments

• neuron_id - ID of spiking neuron

pub fn update(&mut self, neuron_voltages: &[f64], dt: f64) -> Result<()>

Update network dynamics.

Arguments

• neuron_voltages - Current voltage of each neuron (mV)
• dt - Time step (ms)

pub fn get_synaptic_current(&self, neuron_id: usize) -> Result<f64>

Get synaptic current to a neuron.

Arguments

• neuron_id - Target neuron ID

Returns

Total synaptic current (pA)

pub fn get_inputs(&self, neuron_id: usize) -> Vec<&Connection>

Get all synaptic connections to a neuron.

pub fn get_outputs(&self, neuron_id: usize) -> Vec<&Connection>

Get all synaptic connections from a neuron.

pub fn connectivity_stats(&self) -> NetworkStats

Get connectivity statistics.

pub fn reset(&mut self)

Reset all synapses in the network.