PhysicalReservoir

echo_state_network

Struct PhysicalReservoir

pub struct PhysicalReservoir { /* private fields */ }

Implementations§

impl PhysicalReservoir

pub fn new(n_y: u64, n_x: u64) -> Self

pub fn new_with_param( n_y: u64, n_x: u64, rls_param: (f64, f64), ridge_param: f64, ) -> Self

Create a new PhysicalReservoir with parameters. n_y: The number of output nodes. n_x: The number of input(sensor) nodes. rls_param: Parameters for RLS. (forgetting_factor, regularization_parameter) ridge_param: Parameter for Ridge regression. Regularization parameter.

pub fn readout_weight(&self) -> &DMatrix<f64>

Trait Implementations§

impl ReservoirComputing for PhysicalReservoir

fn train(&mut self, teaching_input: &[f64], teaching_output: &[f64])

Online training method. teaching_input: Input data for training. In this case, it is a sensor data from the physical reservoir.

fn estimate(&mut self, input: &[f64]) -> Vec<f64>

Estimate method. input: Input data for estimating. In this case, it is a sensor data from the physical reservoir.

fn offline_train( &mut self, teaching_input: &[Vec<f64>], teaching_output: &[Vec<f64>], )

Offline training method.

Auto Trait Implementations§

impl Freeze for PhysicalReservoir

impl RefUnwindSafe for PhysicalReservoir

impl Send for PhysicalReservoir

impl Sync for PhysicalReservoir

impl Unpin for PhysicalReservoir

impl UnwindSafe for PhysicalReservoir

Blanket Implementations§

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