Struct NeuromorphicProcessor 

pub struct NeuromorphicProcessor { /* private fields */ }

Neuromorphic data processor using spiking neural networks

Implementations

impl NeuromorphicProcessor

pub fn new( network_config: NetworkTopology, plasticity_config: SynapticPlasticity, ) -> Self

Create a new neuromorphic processor

pub fn with_stdp(self, enabled: bool) -> Self

Configure spike timing dependent plasticity

pub fn with_membrane_dynamics(self, decay: f64, threshold: f64) -> Self

Set membrane dynamics parameters

pub fn transform_dataset( &self, dataset: &Dataset, simulation_time: Duration, random_seed: Option<u64>, ) -> Result<NeuromorphicTransform>

Transform dataset using neuromorphic processing

pub fn generate_bioinspired_dataset( &self, n_samples: usize, n_features: usize, adaptation_cycles: usize, random_seed: Option<u64>, ) -> Result<Dataset>

Generate neuromorphic-enhanced dataset using bio-inspired processes

pub fn process_temporal_sequence( &self, sequence_data: &Array3<f64>, stdp_learning: bool, random_seed: Option<u64>, ) -> Result<NeuromorphicTransform>

Process temporal sequences using spike timing

Trait Implementations

impl Clone for NeuromorphicProcessor

fn clone(&self) -> NeuromorphicProcessor

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl Debug for NeuromorphicProcessor

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

Formats the value using the given formatter.

impl Default for NeuromorphicProcessor

fn default() -> Self

Returns the “default value” for a type.