scirs2_optimize::neuromorphic::spiking_networks

Struct SpikingNeuron

pub struct SpikingNeuron {
    pub membrane_potential: f64,
    pub resting_potential: f64,
    pub threshold: f64,
    pub tau_membrane: f64,
    pub refractory_period: f64,
    pub last_spike_time: Option<f64>,
    pub input_current: f64,
    pub adaptation_current: f64,
    pub noise_amplitude: f64,
}

Expand description

Spiking neuron model (Leaky Integrate-and-Fire)

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§membrane_potential: f64

Membrane potential

§resting_potential: f64

Resting potential

§threshold: f64

Spike threshold

§tau_membrane: f64

Membrane time constant

§refractory_period: f64

Refractory period

§last_spike_time: Option<f64>

Time of last spike

§input_current: f64

Input current

§adaptation_current: f64

Adaptation current

§noise_amplitude: f64

Noise level

Implementations§

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impl SpikingNeuron

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pub fn new(config: &NeuromorphicConfig) -> Self

Create a new LIF neuron

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pub fn update( &mut self, dt: f64, external_current: f64, current_time: f64, ) -> Option<f64>

Update neuron state for one time step

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pub fn decay_adaptation(&mut self, dt: f64)

Decay adaptation current

Trait Implementations§

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impl Clone for SpikingNeuron

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fn clone(&self) -> SpikingNeuron

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 SpikingNeuron

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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 SpikingNeuron

Blanket Implementations§

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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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