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Irregular Signals and Variable Resolution Analysis

Is it possible to extend the optimal choice of a basis to signals which are much more irregular than those which are accomodated by a wave packet basis?

Consider the signals accomodated by a seismograph. Two of the most prominent signals are sudden bursts, such as explosions initiated for the purpose of locating petroleum reserves, or precursors to a vulcanic eruption, or earth quakes. Then there is the second type of signals, those which characterize the resonant vibrational or wave motions initiated by such bursts.

Figure 2.19: Amplitude profile of a structured pulse
\begin{figure}\epsfig{file=structured_pulse,scale=1}\end{figure}
It is obvious that the second type is most efficiently analyzed using Fourier or wave packet basis functions. However, a burst-like signal is characterized by variations localized in time. The signal has a finite time duration. It also has a starting edge with a finite temporal thickness which often contains rapid variations (``high frequency structure'') as exemplified in Figure 2.19. Thus under low resolution one would simply measure the amplitude profile of the main body of a pulse of finite duration. But under higher resolution one would also measure the high frequency structure which in Figure 2.19 announces the beginning of that pulse.

Given such a signal, how does one represent it in the most efficient way i.e. in compliance with the priciple of unit-economy?


next up previous contents index
Next: Multiresolution Analysis as Hierarchical Up: Multiresolution Analysis Previous: Chirped Signals and the   Contents   Index
Ulrich Gerlach 2007-04-05