Wavelet Transform of Signal with 'noise'.
Cuthbert Nyack
One of the potential uses of wavelets is the identification of
low level signals buried among components with larger amplitude. This
applet attempts to show what is meant by this. The signal has frequency
w1 with amplitude 1 and a component at
w2 with amplitude a. Both signals occuring
at the same time.
The parameter values (2.0, 1.0, 4.0, 20.0, 1.0, 5.0, 90.0, 1.0, 80.0, 0.5) show the signal at 90rad/s with amplitude 0.5 barely visible
on the scalogram. However this is because the scalogram is normalised
to its largest value.
To see the smaller signal change the parameters to :-
(2.0, 0.3, 4.0, 5.0, 1.0, 5.0, 90.0, 1.0, 80.0, 0.5). This moves the larger amplitude out of the area of the scalogram. If now the amplitude
a of w2 is reduced to 0.01, the signal
still remains clearly visible on the scalogram although not on the signal. The same result can be be obtained by amplifying a portion of the scalogram.
When enabled, the following gif image show how the applet should
appear:-
The following applet amplifies by mag an area between nx,ny and nx + ndx,ny + ndy shown by the white box.
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COPYRIGHT © 2007 Cuthbert Nyack.