Complex mexican hat wavelet

Complex mexican hat wavelet

The complex Mexican hat wavelet is a low-oscillation, complex-valued, wavelet for the continuous wavelet transform. This wavelet is formulated in terms of its Fourier transform as the Hilbert analytic function of the conventional Mexican hat wavelet:

\hat{\Psi}(\omega)=\begin{cases} 2\sqrt{\frac{2}{3}}\pi^{-\frac{1}{4}}\omega^{2}e^{-\frac{1}{2}\omega^{2}} & \omega\geq0 \\
0 & \omega\leq0 \end{cases}

Temporally, this wavelet can be expressed in terms of the error function, as:

\Psi(t)=\frac{2}{\sqrt{3}}\pi^{-\frac{1}{4}}\left(\sqrt{\pi}(1-t^{2})e^{-\frac{1}{2}t^{2}}-\left(\sqrt{2}it+\sqrt{\pi}\textrm{erf}\left[\frac{i}{\sqrt{2}}t\right]\left(1-t^{2}\right)e^{-\frac{1}{2}t^{2}}\right)\right)

This wavelet has O( | t | − 3) asymptotic temporal decay in | Ψ(t) | , dominated by the discontinuity of the second derivative of \hat{\Psi}(\omega) at ω = 0.

This wavelet was proposed in 2002 by Addison et al. for applications requiring high temporal precision time-frequency analysis.

References

1. Paul S. Addison Wavelet Page - Low-Oscillation Complex Wavelets, P. S. Addison, et al., The Journal of Sound and Vibration, 2002


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