Attenuating the ice flexural wave on arctic seismic data
Attenuating the ice flexural wave on arctic seismic data Attenuating the ice flexural wave on arctic seismic data
- Page 2 and 3: Summary • Introduction—What is
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- Page 10 and 11: Dispersion and aliasing • Dispers
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- Page 20 and 21: A (dB) Median spectrum Edited regio
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<str<strong>on</strong>g>Attenuating</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> <str<strong>on</strong>g>ice</str<strong>on</strong>g> <str<strong>on</strong>g>flexural</str<strong>on</strong>g><br />
<str<strong>on</strong>g>wave</str<strong>on</strong>g> <strong>on</strong> <strong>arctic</strong> <strong>seismic</strong> <strong>data</strong><br />
David C. Henley
Summary<br />
• Introducti<strong>on</strong>—What is <str<strong>on</strong>g>the</str<strong>on</strong>g> <str<strong>on</strong>g>ice</str<strong>on</strong>g> <str<strong>on</strong>g>flexural</str<strong>on</strong>g><br />
<str<strong>on</strong>g>wave</str<strong>on</strong>g>, how is it excited?<br />
• Characteristics of <str<strong>on</strong>g>the</str<strong>on</strong>g> <str<strong>on</strong>g>flexural</str<strong>on</strong>g> <str<strong>on</strong>g>wave</str<strong>on</strong>g><br />
• Noise attenuati<strong>on</strong> methods<br />
• R-T domain techniques—spectral clipping,<br />
Gabor dec<strong>on</strong>voluti<strong>on</strong><br />
• Example—Hansen Harbour<br />
• C<strong>on</strong>clusi<strong>on</strong>s
What is <str<strong>on</strong>g>the</str<strong>on</strong>g> <str<strong>on</strong>g>ice</str<strong>on</strong>g> <str<strong>on</strong>g>flexural</str<strong>on</strong>g> <str<strong>on</strong>g>wave</str<strong>on</strong>g>?<br />
• Flexural <str<strong>on</strong>g>wave</str<strong>on</strong>g> is often observed <strong>on</strong> floating<br />
<str<strong>on</strong>g>ice</str<strong>on</strong>g> in <str<strong>on</strong>g>the</str<strong>on</strong>g> Arctic<br />
• Flexural <str<strong>on</strong>g>wave</str<strong>on</strong>g> moti<strong>on</strong> is similar to that of a<br />
drum membrane<br />
• Flexural <str<strong>on</strong>g>wave</str<strong>on</strong>g> can be described as P-SV<br />
internally reflected modes (Ewing et al)<br />
• Flexural <str<strong>on</strong>g>wave</str<strong>on</strong>g> is excited by surface vertical<br />
source or internal compressi<strong>on</strong>al source in<br />
a hard layer bounded by fluids
Characteristics of <str<strong>on</strong>g>the</str<strong>on</strong>g> <str<strong>on</strong>g>flexural</str<strong>on</strong>g> <str<strong>on</strong>g>wave</str<strong>on</strong>g><br />
• Very powerful—usually <str<strong>on</strong>g>the</str<strong>on</strong>g> str<strong>on</strong>gest <str<strong>on</strong>g>wave</str<strong>on</strong>g>field<br />
<strong>on</strong> a shot record by orders of magnitude<br />
• 2-D <str<strong>on</strong>g>wave</str<strong>on</strong>g>—attenuates as 1/r, not 1/r2 • Highly dispersed—high frequencies can move<br />
at <str<strong>on</strong>g>ice</str<strong>on</strong>g> P-<str<strong>on</strong>g>wave</str<strong>on</strong>g> velocity; low frequencies slower<br />
than air velocity<br />
• C<strong>on</strong>fined to <str<strong>on</strong>g>the</str<strong>on</strong>g> <str<strong>on</strong>g>ice</str<strong>on</strong>g>—<str<strong>on</strong>g>wave</str<strong>on</strong>g> does not propagate<br />
past edge of floating <str<strong>on</strong>g>ice</str<strong>on</strong>g>, but reflects efficiently<br />
from shore
Noise attenuati<strong>on</strong> methods<br />
• Model noise in R-T domain and subtract in<br />
X-T domain—linear<br />
• Attenuate noise directly in R-T domain<br />
using spectral whitening—linear, or<br />
spectral clipping—n<strong>on</strong>linear
Hansen Harbour CREWES 3-C<br />
• Receiver spread—50 3-C single ph<strong>on</strong>es<br />
15 metres apart<br />
• Colinear shot line centred <strong>on</strong> receiver<br />
spread—203 shots 30 metres apart<br />
• Dynamite and Vibroseis used as sources<br />
to record separate profiles<br />
• Vertical comp<strong>on</strong>ent Vibroseis <strong>data</strong> used<br />
for <str<strong>on</strong>g>ice</str<strong>on</strong>g> <str<strong>on</strong>g>wave</str<strong>on</strong>g> attenuati<strong>on</strong> study
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397 771 shoreline<br />
1131<br />
Source-receiver offset--m<br />
Unscaled raw shot ga<str<strong>on</strong>g>the</str<strong>on</strong>g>r: source point <strong>on</strong> floating <str<strong>on</strong>g>ice</str<strong>on</strong>g>
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397 771 shoreline<br />
1131<br />
Source-receiver offset--m<br />
Scaled raw shot ga<str<strong>on</strong>g>the</str<strong>on</strong>g>r: source point <strong>on</strong> floating <str<strong>on</strong>g>ice</str<strong>on</strong>g>
0.0<br />
1.0<br />
sec<br />
2.0<br />
-1671 -1296 Shoreline<br />
-937<br />
Source-receiver offset--m<br />
Scaled raw shot ga<str<strong>on</strong>g>the</str<strong>on</strong>g>r: source point <strong>on</strong> land
Dispersi<strong>on</strong> and aliasing<br />
• Dispersi<strong>on</strong> provides unique separati<strong>on</strong> of<br />
<str<strong>on</strong>g>ice</str<strong>on</strong>g> <str<strong>on</strong>g>wave</str<strong>on</strong>g> frequency comp<strong>on</strong>ents in R-T<br />
domain<br />
• Spatial aliasing compromises<br />
effectiveness of frequency separati<strong>on</strong> by<br />
moving comp<strong>on</strong>ents up into <strong>seismic</strong> band<br />
• Ideal acquisiti<strong>on</strong> would sample <str<strong>on</strong>g>ice</str<strong>on</strong>g> <str<strong>on</strong>g>wave</str<strong>on</strong>g><br />
with no aliasing at any frequency
Aliasing of <str<strong>on</strong>g>the</str<strong>on</strong>g> <str<strong>on</strong>g>ice</str<strong>on</strong>g> <str<strong>on</strong>g>flexural</str<strong>on</strong>g> <str<strong>on</strong>g>wave</str<strong>on</strong>g><br />
300 m/s<br />
1000 m/s<br />
No NMO—Ice <str<strong>on</strong>g>wave</str<strong>on</strong>g> aliased at all frequencies
Aliasing of <str<strong>on</strong>g>the</str<strong>on</strong>g> <str<strong>on</strong>g>ice</str<strong>on</strong>g> <str<strong>on</strong>g>flexural</str<strong>on</strong>g> <str<strong>on</strong>g>wave</str<strong>on</strong>g><br />
1000 m/s linear NMO—lower frequencies still aliased
Aliasing of <str<strong>on</strong>g>the</str<strong>on</strong>g> <str<strong>on</strong>g>ice</str<strong>on</strong>g> <str<strong>on</strong>g>flexural</str<strong>on</strong>g> <str<strong>on</strong>g>wave</str<strong>on</strong>g><br />
250 m/s linear NMO—higher frequencies aliased
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Source-receiver offset--m<br />
R-T trajectories<br />
Unscaled raw shot ga<str<strong>on</strong>g>the</str<strong>on</strong>g>r: source point <strong>on</strong> floating <str<strong>on</strong>g>ice</str<strong>on</strong>g>. R-T<br />
trajectories encounter m<strong>on</strong>ochromatic noise, due to<br />
dispersi<strong>on</strong> of <str<strong>on</strong>g>ice</str<strong>on</strong>g> <str<strong>on</strong>g>wave</str<strong>on</strong>g>
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200 1500 3000<br />
R-T velocity—m/s<br />
Ice <str<strong>on</strong>g>wave</str<strong>on</strong>g><br />
Radial trace<br />
Reflecti<strong>on</strong>s<br />
R-T fan transform of raw shot ga<str<strong>on</strong>g>the</str<strong>on</strong>g>r—<str<strong>on</strong>g>ice</str<strong>on</strong>g> <str<strong>on</strong>g>wave</str<strong>on</strong>g> <strong>on</strong><br />
radial trace is m<strong>on</strong>ochromatic
0<br />
-40<br />
dB<br />
-80<br />
0 20 40 60 80 100 120<br />
Hz<br />
Ice <str<strong>on</strong>g>wave</str<strong>on</strong>g> peaks<br />
Spectrum of radial trace with <str<strong>on</strong>g>ice</str<strong>on</strong>g> <str<strong>on</strong>g>wave</str<strong>on</strong>g> noise
Editing <str<strong>on</strong>g>the</str<strong>on</strong>g> spectrum<br />
• Gabor dec<strong>on</strong>voluti<strong>on</strong>—linear, more<br />
effective <strong>on</strong> weaker, less m<strong>on</strong>ochromatic<br />
noise<br />
• Spectral clipping—n<strong>on</strong>linear, most<br />
effective <strong>on</strong> <str<strong>on</strong>g>the</str<strong>on</strong>g> str<strong>on</strong>gest, most<br />
m<strong>on</strong>ochromatic noise
t<br />
F.T.<br />
Seismic trace c<strong>on</strong>taminated with m<strong>on</strong>ochromatic noise is<br />
transformed to frequency domain<br />
A<br />
+<br />
φ<br />
-<br />
f
A<br />
(dB)<br />
M<strong>on</strong>ochromatic noise<br />
Median spectrum<br />
Wings<br />
Peak width<br />
Lower threshold<br />
Upper threshold<br />
Median spectrum computed from raw spectrum; threshold curves<br />
placed parallel to median; peaks in raw spectrum exceeding<br />
threshold are flagged
A<br />
(dB)<br />
Median spectrum<br />
Edited regi<strong>on</strong>--peak + wings<br />
Flagged raw spectral amplitudes are replaced with median values,<br />
phase is unaltered
A<br />
+<br />
φ<br />
-<br />
f<br />
F.T.<br />
Edited spectrum is transformed back to <strong>seismic</strong> trace, sans<br />
m<strong>on</strong>ochromatic noise<br />
t
0<br />
-40<br />
dB<br />
-80<br />
0 20 40 60 80 100 120<br />
Hz<br />
Ice <str<strong>on</strong>g>wave</str<strong>on</strong>g> peaks<br />
Spectrum of radial trace with <str<strong>on</strong>g>ice</str<strong>on</strong>g> <str<strong>on</strong>g>wave</str<strong>on</strong>g> noise
0<br />
-40<br />
dB<br />
-80<br />
0 20 40 60 80 100 120<br />
Hz<br />
Spectrum of radial trace with <str<strong>on</strong>g>ice</str<strong>on</strong>g> <str<strong>on</strong>g>wave</str<strong>on</strong>g> noise after<br />
spectral clipping
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200 1500 3000<br />
R-T velocity—m/s<br />
Ice <str<strong>on</strong>g>wave</str<strong>on</strong>g><br />
Radial trace<br />
Reflecti<strong>on</strong>s<br />
R-T fan transform of raw shot ga<str<strong>on</strong>g>the</str<strong>on</strong>g>r after spectral<br />
clipping—m<strong>on</strong>ochromatic noise greatly attenuated
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Source-receiver offset--m<br />
Spectral clipping applied in R-T domain
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sec<br />
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397 771 shoreline<br />
1131<br />
Source-receiver offset--m<br />
Gabor dec<strong>on</strong>voluti<strong>on</strong> applied in R-T domain
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sec<br />
2.0<br />
397 771 shoreline<br />
1131<br />
Source-receiver offset--m<br />
Gabor dec<strong>on</strong>voluti<strong>on</strong> applied in X-T domain—no R-T<br />
processing
0.0<br />
1.0<br />
sec<br />
2.0<br />
397 771 shoreline<br />
1131<br />
Source-receiver offset--m<br />
Gabor dec<strong>on</strong>voluti<strong>on</strong> applied in X-T domain—R-T<br />
domain Gabor dec<strong>on</strong>voluti<strong>on</strong>
0.0<br />
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2.0<br />
397 771 shoreline<br />
1131<br />
Source-receiver offset--m<br />
Gabor dec<strong>on</strong>voluti<strong>on</strong> applied in X-T domain—R-T<br />
domain spectral clipping
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1 450<br />
CDP<br />
Brute stack of Hansen Harbour line with no <str<strong>on</strong>g>ice</str<strong>on</strong>g> <str<strong>on</strong>g>wave</str<strong>on</strong>g><br />
filtering
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2.0<br />
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1 450<br />
CDP<br />
Brute stack of Hansen Harbour line after <str<strong>on</strong>g>ice</str<strong>on</strong>g> <str<strong>on</strong>g>wave</str<strong>on</strong>g><br />
filtering
C<strong>on</strong>clusi<strong>on</strong>s<br />
• Stacking al<strong>on</strong>e is not sufficient to<br />
attenuate <str<strong>on</strong>g>ice</str<strong>on</strong>g> <str<strong>on</strong>g>wave</str<strong>on</strong>g> noise<br />
• Ice <str<strong>on</strong>g>wave</str<strong>on</strong>g> should be properly spatially<br />
sampled during acquisiti<strong>on</strong><br />
• R-T domain more effective than X-T<br />
domain for <str<strong>on</strong>g>ice</str<strong>on</strong>g> <str<strong>on</strong>g>wave</str<strong>on</strong>g> attenuati<strong>on</strong><br />
• Spectral clipping marginally more effective<br />
than Gabor dec<strong>on</strong> for str<strong>on</strong>g <str<strong>on</strong>g>ice</str<strong>on</strong>g> <str<strong>on</strong>g>wave</str<strong>on</strong>g>
Acknowledgements<br />
• Thanks to Sp<strong>on</strong>sors and staff of CREWES<br />
for support and assistance<br />
• Thanks also to Natalia Soubotcheva for<br />
focussing my attenti<strong>on</strong> <strong>on</strong> Hansen Harbour<br />
and <str<strong>on</strong>g>the</str<strong>on</strong>g> <str<strong>on</strong>g>ice</str<strong>on</strong>g> <str<strong>on</strong>g>wave</str<strong>on</strong>g> problem