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The top left-side of Figure 4 shows a dataset composed of randomly
generated seismic traces. The top right-hand-side shows the result of filtering
this dataset with constant filters applied in three time windows corresponding
to the top third, the middle third and the bottom third of the traces. The
applied filters were: in the top window (4-12-90-125) Hz, in the middle
window (4-12-60-90) Hz and in the bottom window (4-12-30-50) Hz.
The bottom left-hand-side shows the same dataset filtered a different way: the
top third and the bottom third were filtered as before, but the middle third
was filtered with a linearly changing spectrum that matched the filters above
and below at the window limits. The bottom right-hand side
shows the difference between the two filtered datasets. As expected, there is
no difference in either the top or bottom third of the datasets. In the middle
dataset, however, there is a difference which is greatest at the limits between
the three zones where the difference in the filters is greatest.
Figure 5 shows a time-frequency analysis of the original
data on the left and the filtered data with the linear spectra on the right.
Since the data are random traces, they have all the frequencies from 0 to
Nyquist (250 Hz in this case). After the filtering the spectrum is shaped
by the applied filters. The bold line represents approximately the high pass
frequency of the filters applied at each sample. There is no evidence of
distortion in the spectrum even though the spectrum was made to change
sample-by-sample in the middle third of the dataset.
tvf_tfa1
Figure 5 Time-frequency analysis for random data.
On the left, the time-frequency display of the input data and on the right the
result of the filter with the linear spectrum. The white areas represent large
amplitudes. The thick solid line represents approximately the high cut frequency
of the filters in every window
Next: Real Data
Up: Time-variant Filtering
Previous: Impulse Responses
Stanford Exploration Project
6/8/2002