scirs2_optimize::neuromorphic::spiking_networks

Struct SpikingNeuralNetwork

pub struct SpikingNeuralNetwork {
    pub config: NeuromorphicConfig,
    pub neurons: Vec<SpikingNeuron>,
    pub synapses: Vec<Vec<Synapse>>,
    pub current_time: f64,
    pub spike_history: VecDeque<SpikeEvent>,
    pub population_activity: Array1<f64>,
}

Expand description

Spiking neural network for optimization

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§config: NeuromorphicConfig

Network configuration

§neurons: Vec<SpikingNeuron>

Neuron states

§synapses: Vec<Vec<Synapse>>

Synaptic connections

§current_time: f64

Current simulation time

§spike_history: VecDeque<SpikeEvent>

Spike history buffer

§population_activity: Array1<f64>

Population activity monitor

Implementations§

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impl SpikingNeuralNetwork

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pub fn new(config: NeuromorphicConfig, num_parameters: usize) -> Self

Create a new spiking neural network

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pub fn encode_parameters(&mut self, parameters: &ArrayView1<'_, f64>)

Encode parameters as spike trains

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pub fn decode_parameters(&self, num_parameters: usize) -> Array1<f64>

Decode parameters from population activity

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pub fn simulate_step(&mut self, objective_feedback: f64) -> Result<Vec<usize>>

Simulate one time step

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pub fn get_firing_rates(&self, window_duration: f64) -> Array1<f64>

Get firing rates over recent window

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pub fn reset(&mut self)

Reset network state

Trait Implementations§

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impl Clone for SpikingNeuralNetwork

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fn clone(&self) -> SpikingNeuralNetwork

Returns a duplicate of the value. Read more

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

Performs copy-assignment from source. Read more

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impl Debug for SpikingNeuralNetwork

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

Formats the value using the given formatter. Read more

Auto Trait Implementations§

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impl UnwindSafe for SpikingNeuralNetwork

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impl<T> Any for T
where T: 'static + ?Sized,

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fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more

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impl<T> Borrow<T> for T
where T: ?Sized,

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fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more

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impl<T> BorrowMut<T> for T
where T: ?Sized,

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fn borrow_mut(&mut self) -> &mut T

Mutably borrows from an owned value. Read more

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impl<T> CloneToUninit for T
where T: Clone,

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unsafe fn clone_to_uninit(&self, dest: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)

Performs copy-assignment from self to dest. Read more

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impl<T> From<T> for T

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fn from(t: T) -> T

Returns the argument unchanged.

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impl<T, U> Into for T
where U: From<T>,

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fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

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impl<T> IntoEither for T

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fn into_either(self, into_left: bool) -> Either<Self, Self>

Converts self into a Left variant of Either<Self, Self> if into_left is true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more

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fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
where F: FnOnce(&Self) -> bool,

Converts self into a Left variant of Either<Self, Self> if into_left(&self) returns true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more

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