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The Morlet-Grossmann definition of the continuous wavelet
transform [17] for a 1D signal is:
where denotes the complex conjugate of z,
is the
analyzing wavelet, a (>0) is the scale parameter and b is
the position parameter. The transform is characterized by the
following three properties:
In Fourier space, we have:
When the scale a varies, the filter is only reduced or
dilated while keeping the same pattern.
Now consider a function which is the wavelet transform of a
given function
. It has been shown
[,] that
can be restored using the
formula:
where:
Generally , but other choices can enhance certain features
for some applications.
The reconstruction is only available if is defined (admissibility
condition). In the case of
, this condition implies
, i.e. the mean of the wavelet function is 0.