Lab 3: Seismic Noise Attenuation
The objective of the lab session
today is to remove unwanted energy which has two main categories; a) random
noise or coherent energy which are the disturbance in seismic data which lack
phase coherency between adjacent traces & b) coherent noise which shows
consistent phase from trace to trace. Since it is impossible to remove all
noise, we are trying to improve the signal-to-noise ratio (SNR) as much as
possible. In short, noise can be considered as anything other than the desired
signal.
Noise in seismic records is
variable in both time and space. Poor seismic records = SNR
ratios < 1.
1. Load Seismic Data (Shot number 1 – 18) before gain
Figure 1: Seismic Data Information
Figure 2: Shot number
1-18 (before gain applied)
Figure
3: Shot number 1-18 (after gain applied)
Seismic data after gain is saved
as: SeismicData_B_Gain.
2. Loading
QC-ed real seismic data of shot number 10.
Figures 5, 6 and 7 are showing the
ground roll from the real time-space (t-x), frequency space (f-x), and
frequency-wavenumber (f-k) domains respectively. Clearly we can see low
frequency low velocity and high amplitude around the zero-offset location.
Figure 4: Shot number 10 seismic data information
Figure 5: Shot number 10 wiggle plotting of time-space
domain containing ground roll (red lines indicate ground roll noise)
Figure 6: Shot number 10 frequency space (f-k) spectra
Figure 7: Shot number 10 frequency wavenumber (f-k)
spectra. (The colour bars in figure 3 and 4 indicate the magnitude values in
dB)
3. Apply
and display cut-off or bandpass filter
Figure 8:
Display of wiggle plotting after bandpass filtering
Figure 9:
Frequency space (f-x) after bandpass filtering
Figure 10:
Frequency wavenumber (f-k) after bandpass filtering
Figure 11: Displaying the difference in wiggle plotting
Figure 12: Displaying the difference in f-x domain
Figure 13: Displaying the difference in f-x domain
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