Analytic expession for the width of a wavelet

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    Wavelet Width
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Discussion Overview

The discussion revolves around finding an analytical expression for the width of the Ricker (Mexican Hat) wavelet, specifically focusing on the time-domain function and its characteristics. Participants explore the relationship between the wavelet's width and its angular frequency, as well as the behavior of the wavelet as it approaches zero.

Discussion Character

  • Exploratory, Technical explanation, Conceptual clarification

Main Points Raised

  • One participant presents the Ricker wavelet function and seeks to determine its width based on the locations of its secondary peaks.
  • Another participant suggests differentiating the wavelet function to find the locations of the secondary peaks, leading to the conclusion that the width is twice the distance to these peaks.
  • A participant confirms the relationship between the angular frequency and the peak frequency, providing a formula for the width in terms of the peak frequency.
  • Further inquiry is made about analytically finding the turning point of the wavelet curve where it approaches zero, with a participant noting the approximate location of this point.
  • There is a request for clarification on the terminology related to the point where the wavelet function becomes close to zero.

Areas of Agreement / Disagreement

Participants generally agree on the method to find the width of the wavelet and the relationship between angular frequency and peak frequency. However, there is uncertainty regarding the terminology for the point where the wavelet function approaches zero, and the discussion remains unresolved on this aspect.

Contextual Notes

The discussion includes assumptions about the definitions of frequency and the behavior of the wavelet function at infinity, which may not be fully explored or resolved.

nkinar
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Hello--

I've been working with a time-domain function to calculate the Ricker (Mexican Hat) wavelet for -0.2 \leq t \leq 0.2. This function is given as s(t):

<br /> s(t) = \left( 1 - \frac{1}{2} \omega_0^2 t^2 \right) \mbox{exp} \left ( -\frac{1}{4} \omega_0^2 t^2 \right )<br />

In the equation above, t is time (s), and \omega_0 is the angular frequency (1/s).

What I would like to do is find an analytical expression to determine the width of this wavelet, which is the time between the two side-lobes of the wavelet. The wavelet consists of a maximum value at t = 0, and the side-lobes are situated on either side. I think that it is a very pretty wavelet.

I am wondering if it would be possible to do this type of calculation in the frequency domain.

A paper that I am reading informs me that the width w of the Ricker wavelet is

<br /> w = \sqrt(6) / \pi / f0<br />

where f0 is the peak frequency (Hz) of the wavelet. However, I am uncertain as to how this expression is derived.
 
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By differentiating s with respect to t, you find that locations of secondary peaks are

t = \pm \sqrt{6} / \omega_0

and width is obviously w = 2t.

Assuming that \omega_0 is the peak angular frequency of the wavelet (that is the conventional notation; this can probably be proved if you compute the Fourier transform of s), f_0 = \omega_0 / 2\pi, whence you get the result you need.
 
Hello hamster143--

Many thanks for your reply! :smile: Your response is very helpful!

Yes, \omega_0 is the peak angular frequency of the wavelet.

Let me add to the discussion here on this thread. Following your procedure, to obtain the locations of the secondary peaks, I take the derivative of s(t):

<br /> s&#039;(t) = \frac{1}{4} \mbox{exp} \left( -\frac{1}{4} \omega_0^2 t^2 \right) \omega_0^2 t \left( \omega_0^2 t^2 - 6 \right)<br />

Then by finding the roots of s&#039;(t) = 0, it follows that:

<br /> t = \pm \frac{\sqrt{6}}{\omega_0}<br />

Since

<br /> w = 2t<br />

<br /> \omega_0 = 2 \pi f_0<br />

So

<br /> w = \frac{ \sqrt{6}}{\pi f_0}<br />

Now I have one more lingering question.

As t \rightarrow \infty and t \rightarrow -\infty beyond the secondary peaks, it is apparent that s(t) \rightarrow 0. How might I analytically find the turning point of the curve when

s(t) \approx 0

Does this point have an actual name in the terminology of wavelets?
 
I'm not sure I understand this question.
 
Thank you very much for your response!

Hmm, well...I don't think that I'm phrasing this question very well.

A plot of s(t) will taper off beyond the secondary peaks. That is, the curve of s(t) will approach zero. What I would like to do is to analytically find the location where the curve becomes close to zero.

For s(t) as given above, this occurs near t = \pm 0.02, on the interval -0.2 \leq t \leq 0.2, with \omega_0 = 2 \pi (50).
 

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