ComplexMexicanHat

Struct ComplexMexicanHat 

pub struct ComplexMexicanHat {
    pub omega0: f64,
}
Expand description

Complex Mexican Hat (Ricker) Wavelet

A complex version of the Mexican Hat wavelet, excellent for detecting singularities and discontinuities in financial data such as jumps, crashes, or sudden volatility changes.

Mathematical form: ψ(t) = (1 - t²) * exp(-t²/2) * exp(iω₀t)

Fields§

§omega0: f64

Central frequency parameter

Implementations§

§

impl ComplexMexicanHat

pub fn new(omega0: f64) -> Self

Create a new Complex Mexican Hat wavelet

pub fn for_jump_detection() -> Self

Create version optimized for jump detection in financial data

Trait Implementations§

§

impl Clone for ComplexMexicanHat

§

fn clone(&self) -> ComplexMexicanHat

Returns a duplicate of the value. Read more
1.0.0§

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

Performs copy-assignment from source. Read more
§

impl ContinuousWavelet for ComplexMexicanHat

§

fn admissibility_constant(&self) -> f64

ComplexMexicanHat admissibility constant.

Empirical fit: C_ψ = 3π / (ω₀ + √2)^{3/2}, where ω₀ + √2 is the wavelet’s spectral peak (matching center_frequency()). Matches calibration within ~3% for ω₀ ∈ [4, 8] and within ~7% for ω₀=3 — see test_admissibility_calibration_spread_stays_bounded in tests/transforms/cwt_reference.rs for the sweep.

Depends on the 2.0.0 admissibility correction added to wavelet_function (subtracts ω₀²·exp(−ω₀²/2)·exp(−η²/2) so Ψ̂(0) = 0). Without that correction the Calderón integral diverges and no finite C_ψ exists; this formula is only valid for the corrected wavelet.

Limitations:

  • For ω₀ ≤ 2, the correction term is comparable in magnitude to the wavelet itself; reconstruction becomes strongly signal-dependent.
  • At very low signal frequencies relative to ω₀ (e.g. f·n < 8 for ω₀ ≥ 6), the dominant CWT scale runs out of the typical scale grid’s coverage — the empirical reconstruction underestimates by tens of percent at the slowest frequency.

Use ComplexMorlet or ComplexPaul for amplitude-correct reconstruction at the most extreme parameter combinations.

§

fn wavelet_function(&self, t: f64, scale: f64) -> Complex<f64>

Get the wavelet function value at position t for scale a
§

fn center_frequency(&self) -> f64

Get the center frequency of the wavelet
§

fn bandwidth(&self) -> f64

Get the bandwidth parameter
§

fn is_complex(&self) -> bool

Check if the wavelet is complex-valued
§

fn wavelet_function_includes_l2_norm(&self) -> bool

Whether wavelet_function already includes the CWT L2 amplitude factor 1/√a in its return value. Read more
§

fn supports_frequency_domain(&self) -> bool

Check if this wavelet supports direct frequency-domain computation Read more
§

fn sst_inversion_constant(&self) -> f64

Synchrosqueezing inversion constant R_ψ = ∫₀^∞ Ψ̂*(ω) dω / ω, used by crate::transform::sswt_extract_component to recover an EMD-like component from an SST ridge. Read more
§

fn wavelet_fft( &self, _buffer: &mut [FftComplex<f64>], _scale: f64, _fft_size: usize, )

Compute the wavelet directly in frequency domain (if supported) Read more
§

fn recommended_scales( &self, signal_length: usize, sampling_freq: f64, ) -> Vec<f64>

Get recommended scale range for a given signal length and sampling frequency
§

impl Debug for ComplexMexicanHat

§

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

Formats the value using the given formatter. Read more
§

impl Default for ComplexMexicanHat

§

fn default() -> Self

Returns the “default value” for a type. Read more

Auto Trait Implementations§

Blanket Implementations§

§

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

§

fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
§

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

§

fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
§

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

§

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

Mutably borrows from an owned value. Read more
§

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

§

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
§

impl<T> From<T> for T

§

fn from(t: T) -> T

Returns the argument unchanged.

§

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

§

fn into(self) -> U

Calls U::from(self).

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

§

impl<T> IntoEither for T

§

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
§

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
§

impl<T> Pointable for T

§

const ALIGN: usize

The alignment of pointer.
§

type Init = T

The type for initializers.
§

unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more
§

unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more
§

unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

Mutably dereferences the given pointer. Read more
§

unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. Read more
§

impl<T> Same for T

§

type Output = T

Should always be Self
§

impl<SS, SP> SupersetOf<SS> for SP
where SS: SubsetOf<SP>,

§

fn to_subset(&self) -> Option<SS>

The inverse inclusion map: attempts to construct self from the equivalent element of its superset. Read more
§

fn is_in_subset(&self) -> bool

Checks if self is actually part of its subset T (and can be converted to it).
§

fn to_subset_unchecked(&self) -> SS

Use with care! Same as self.to_subset but without any property checks. Always succeeds.
§

fn from_subset(element: &SS) -> SP

The inclusion map: converts self to the equivalent element of its superset.
§

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

§

type Owned = T

The resulting type after obtaining ownership.
§

fn to_owned(&self) -> T

Creates owned data from borrowed data, usually by cloning. Read more
§

fn clone_into(&self, target: &mut T)

Uses borrowed data to replace owned data, usually by cloning. Read more
§

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

§

type Error = Infallible

The type returned in the event of a conversion error.
§

fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
§

impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

§

type Error = <U as TryFrom<T>>::Error

The type returned in the event of a conversion error.
§

fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.
§

impl<V, T> VZip<V> for T
where V: MultiLane<T>,

§

fn vzip(self) -> V

§

impl<ST, DT> CastableFrom<ST, Initialized, Initialized> for DT
where ST: ?Sized, DT: ?Sized,

§

impl<ST, DT> CastableFrom<ST, Uninit, Uninit> for DT
where ST: ?Sized, DT: ?Sized,

§

impl<T> Read<Exclusive, BecauseExclusive> for T
where T: ?Sized,