Advanced processing of long-offset seismic data for sub-basalt ...
Advanced processing of long-offset seismic data for sub-basalt ...
Advanced processing of long-offset seismic data for sub-basalt ...
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<strong>Advanced</strong> <strong>processing</strong> <strong>of</strong> <strong>long</strong>-<strong>of</strong>fset <strong>seismic</strong> <strong>data</strong> <strong>for</strong> <strong>sub</strong>-<strong>basalt</strong> imaging in the Faeroe-Shetland<br />
Basin<br />
Hassan Masoomzadeh* and Penny J. Barton, University <strong>of</strong> Cambridge, Satish C. Singh, IPG Paris<br />
Summary<br />
A specialized strategy <strong>for</strong> <strong>long</strong>-<strong>of</strong>fset <strong>data</strong> <strong>processing</strong> is<br />
applied to a <strong>data</strong>set from the Faeroe-Shetland Basin, North<br />
Atlantic, in order to image the <strong>sub</strong>-<strong>basalt</strong> structure. A nonstretch<br />
third term moveout correction is implemented both<br />
in the time-<strong>of</strong>fset and in the tau-p domain to exploit wideangle<br />
in<strong>for</strong>mation. Non-stretch <strong>processing</strong> in the tau-p<br />
domain provides remarkable advantages over the<br />
conventional <strong>processing</strong> sequence in the time-<strong>of</strong>fset<br />
domain.<br />
Introduction<br />
In the Faeroe-Shetland Basin <strong>of</strong> the northeast Atlantic<br />
Margin, there was significant igneous activity at about 55<br />
Ma, when the proto-Icelandic plume initiated. The typical<br />
setting in the area includes the water column, near surface<br />
sediments, <strong>basalt</strong> extrusions, Tertiary sediments and the<br />
basement. The geological structure beneath the <strong>basalt</strong> flows<br />
in the area <strong>of</strong> the Faeroe-Shetland basin has been a serious<br />
concern <strong>for</strong> the oil companies active in the region. The<br />
hydrocarbon exploration industry is seeking <strong>for</strong> the traps in<br />
Mesozoic and lowermost Cenozoic sediments covered by<br />
massive <strong>basalt</strong> extrusions (Spitzer and White, 2003).<br />
Recently gathered <strong>long</strong>-<strong>of</strong>fset <strong>seismic</strong> <strong>data</strong> sets have shown<br />
great potential <strong>for</strong> providing in<strong>for</strong>mation from the deeper<br />
parts <strong>of</strong> the <strong>sub</strong>-<strong>basalt</strong> zones. There are important questions<br />
still remaining unanswered such as the thickness <strong>of</strong> the<br />
<strong>basalt</strong>ic layers, and the structure and fluid content <strong>of</strong> the<br />
<strong>sub</strong>-<strong>basalt</strong> sediments. Conventional <strong>seismic</strong> exploration<br />
methods fail to provide reliable answers to these questions.<br />
Seismic imaging in the Faeroe-Shetland basin faces the<br />
common <strong>sub</strong>-<strong>basalt</strong> imaging difficulties. Strong reflectivity<br />
caused by the significant velocity contrast between the top<br />
<strong>basalt</strong> and the young sediments above reflects a major part<br />
<strong>of</strong> the <strong>seismic</strong> energy upward. The weak transmitted part <strong>of</strong><br />
energy travels through thick, highly absorbing and<br />
scattering <strong>basalt</strong>ic layers, and then gets reflected from<br />
sediments and basement below the <strong>basalt</strong>, which makes<br />
imaging <strong>of</strong> the sediments below the <strong>basalt</strong> layer difficult.<br />
Furthermore, the reflected part <strong>of</strong> energy from the seafloor<br />
and the sediments above the <strong>basalt</strong> generates strong short<br />
and <strong>long</strong> period multiples, which arrive at about the same<br />
time as primary reflection from the sediments below the<br />
<strong>basalt</strong>, and mask overwhelmingly these weak signals.<br />
Refraction from the top <strong>of</strong> the <strong>basalt</strong> is another source <strong>of</strong><br />
difficulty in the <strong>data</strong> <strong>processing</strong>. At the far <strong>of</strong>fset zone, the<br />
strong refraction from the top <strong>of</strong> the <strong>basalt</strong>, accompanied by<br />
the linear noise <strong>of</strong> ringing and multiplication, arrive<br />
tangentially at about the time <strong>of</strong> the reflection signal from<br />
the <strong>sub</strong>-<strong>basalt</strong> targets. Such a contamination causes severe<br />
problems during the velocity analysis and stacking process.<br />
There are certain requirements <strong>for</strong> acquisition, <strong>processing</strong><br />
and interpretation <strong>of</strong> <strong>long</strong>-<strong>of</strong>fset <strong>data</strong> in order to image<br />
structures below the <strong>basalt</strong>. In this case study we implement<br />
a specialized <strong>processing</strong> strategy utilizing our new method<br />
<strong>of</strong> non-stretch stacking (Masoomzadeh et al., 2004).<br />
Processing strategy<br />
The <strong>processing</strong> strategy implemented in this case study is<br />
summarized in Figure 1. After <strong>data</strong> preparation there are<br />
two alternative routes. Route A follows the <strong>processing</strong><br />
sequence in the time-<strong>of</strong>fset domain and can produce either<br />
conventional stack or non-stretch stack. Route B on the<br />
other hand, is carried out in the tau-p domain and produces<br />
two more alternative stack sections, one after the<br />
downward continuation, and the other one after non-stretch<br />
shifted-elliptical moveout correction. The resulting stacked<br />
sections are then <strong>sub</strong>jected to post-stack <strong>processing</strong><br />
including time variant band pass filter, f-x deconvolution,<br />
Figure 1: Flowchart <strong>of</strong> <strong>processing</strong> strategy applied to the <strong>long</strong><strong>of</strong>fset<br />
<strong>data</strong> set from the Faeroe-Shetland Basin. Processing is<br />
per<strong>for</strong>med in the tau-p domain as well as the t-x domain, and four<br />
alternative stack sections are produced (showing in white boxes).
trace mixing, automatic gain control and migration.<br />
Data preparation<br />
The <strong>data</strong> was recorded on a 12 km streamer with 12.5 m<br />
group interval and 37.5 m shot interval. After trace<br />
decimation the <strong>of</strong>fset interval increased to 25 m and each<br />
CMP gather contained 160 traces with 75 m <strong>of</strong>fset<br />
increment. Since this value <strong>of</strong> <strong>of</strong>fset increment was<br />
producing spatial aliasing distortion during the Radon and<br />
tau-p trans<strong>for</strong>ms, three adjacent CMP gathers were<br />
combined in order to include 480 traces with 25 m <strong>of</strong>fset<br />
spacing in each super gather. CMP spacing then increased<br />
to 37.5 m. In this way, signal-to-noise at each CMP<br />
increases <strong>for</strong> the price <strong>of</strong> lateral resolution, which is<br />
acceptable when targeting the deep interfaces.<br />
High-resolution Radon filter<br />
Conventionally, it is assumed that after moveout correction,<br />
primary hyperbolas are corrected to flat lines, and multiples<br />
are converted into parabolas. Hence a parabolic Radon<br />
filter is normally used after an initial velocity analysis and<br />
NMO correction. In <strong>long</strong>-<strong>of</strong>fset <strong>data</strong> <strong>processing</strong>, however,<br />
this procedure is impractical because the whole process <strong>of</strong><br />
NMO + filter + de-NMO is potentially destructive to the<br />
wide-angle <strong>data</strong>. An exact hyperbolic Radon filter without<br />
any NMO and de-NMO corrections is per<strong>for</strong>med as a<br />
preferred alternative. The method we adopted was to<br />
convert the <strong>data</strong> from the time domain to the time-squared<br />
domain, where hyperbolas convert to parabolas, so that the<br />
parabolic Radon filter can be applied to remove multiples<br />
without any NMO correction. Possible remaining multiples<br />
in near <strong>of</strong>fset zone can be suppressed using inner trace<br />
mute.<br />
Offset optimization<br />
Since the recorded reflection events from the deep targets<br />
usually have low signal-to-noise ratios, it is important to<br />
concentrate the stacking process on the <strong>of</strong>fsets that contain<br />
higher s/n ratios. Top and bottom mutes with appropriate<br />
tapering are used to exclude the parts <strong>of</strong> the gathers<br />
containing lower s/n ratios. Muting and weighting are used<br />
to reduce multiple strength in the stacked section. A trace<br />
weighting can strengthen those parts <strong>of</strong> the gathers that<br />
contain higher s/n ratios and can there<strong>for</strong>e result in an<br />
enhanced image. The square root <strong>of</strong> <strong>of</strong>fset is multiplied by<br />
the trace amplitudes as a complimentary <strong>for</strong> the amplitude<br />
recovery process.<br />
Figure 2 shows the top and bottom mutes applied to a super<br />
CMP gather. The dashed arrow highlights the wide-angle<br />
zone containing valuable in<strong>for</strong>mation from the deep targets,<br />
normally excluded from the stack by a conventional 30%<br />
Sub-<strong>basalt</strong> imaging in the Faeroe-Shetland Basin<br />
stretch mute. Non-stretch stacking on the other hand,<br />
exploits this in<strong>for</strong>mation <strong>for</strong> which the <strong>long</strong>-<strong>of</strong>fset<br />
acquisition is carried out.<br />
Figure 2: Offset optimization on a sample super CMP gather after<br />
standard NMO. Conventional mute (30% stretch) eliminates the<br />
valuable wide-angle in<strong>for</strong>mation. The aim <strong>of</strong> non-stretch stacking<br />
is to exploit wide-angle in<strong>for</strong>mation by including a wider range <strong>of</strong><br />
traces into the stack. Arrows show the potential increase in the<br />
effective foldage (see Figures 4 and 5).<br />
Tau-p trans<strong>for</strong>mation<br />
There are advantages <strong>of</strong> carrying out the major steps <strong>of</strong> <strong>data</strong><br />
<strong>processing</strong> in the plane-wave domain, especially when<br />
densely sampled multi-channel <strong>long</strong>-<strong>of</strong>fset <strong>seismic</strong> <strong>data</strong> is<br />
under consideration. In Figure 3 a super CMP gather is<br />
shown be<strong>for</strong>e and after tau-p trans<strong>for</strong>m. Merging,<br />
weighting, muting and tapering are applied be<strong>for</strong>e the<br />
trans<strong>for</strong>mation in order to reduce the effect <strong>of</strong> spatial<br />
aliasing and the edge effect noise, and also to attenuate<br />
multiples energy from the zone <strong>of</strong> interest.<br />
An inner trace mute removes part <strong>of</strong> the multiples as well<br />
as part <strong>of</strong> the primaries. However, the muted part <strong>of</strong><br />
multiples corresponds to a wider range <strong>of</strong> slownesses than<br />
that <strong>of</strong> primaries in the tau-p domain. For instance a<br />
primary event and a multiple event arriving at the same<br />
two-way-time are considered in Figure 3. For the primary<br />
reflector, the inner mute removes only the in<strong>for</strong>mation<br />
corresponding to slownesses up to 10 ms/km, whereas <strong>for</strong> a<br />
multiple at the similar time, the inner mute removes up to<br />
200 ms/km. In this way, inner mute provides a multiplefree<br />
zone in the low slowness portion <strong>of</strong> the tau-p gathers.<br />
The parts <strong>of</strong> multiples not removed by the inner mute are
mapped into a region <strong>of</strong> the tau-p panel that will not<br />
contribute to the stacking process. For example, the<br />
highlighted primary terminates at 200 ms/km slowness,<br />
which means that the slownesses beyond 200 ms/km that<br />
are occupied by the remaining parts <strong>of</strong> the multiples will<br />
not contribute to stack. The significant difference in the<br />
slowness ranges <strong>of</strong> primaries and multiples provides a<br />
natural de-multiple approach as an alternative to the Radon<br />
filter in the t-x domain. This approach, based on an inner<br />
trace mute in t-x and a high-slowness mute in the tau-p<br />
domain, is fast and efficient <strong>for</strong> <strong>long</strong>-<strong>of</strong>fset <strong>data</strong>.<br />
Note that the primaries remaining in the lower slowness<br />
part <strong>of</strong> the gather have relatively uni<strong>for</strong>m amplitudes. The<br />
effect <strong>of</strong> spherical divergence is automatically corrected by<br />
plane-wave decomposition. The other amplitude decay<br />
factors, such as attenuation and energy partitioning, still<br />
remain, and there<strong>for</strong>e a further amplitude recovery process<br />
either be<strong>for</strong>e or after stack should be applied.<br />
Figure 3: A super gather after <strong>of</strong>fset optimization including<br />
weighting, tapering and muting (left). After tau-p trans<strong>for</strong>mation<br />
(right), linear noise caused by spatial aliasing and edge effect is<br />
controlled. As a result <strong>of</strong> inner mute, multiples are removed from<br />
the highlighted low slowness zone where primaries are expected to<br />
occur. The remaining high-slowness parts <strong>of</strong> multiples will not<br />
contribute in the stacking process in the tau-p domain.<br />
Non-stretch higher-order moveout correction<br />
Most <strong>of</strong> the interesting parts <strong>of</strong> the reflected events from<br />
deep targets are prone to be enormously stretched and<br />
consequently muted as a result <strong>of</strong> conventional standard<br />
moveout correction. Enormous stretch happens around the<br />
critical distance, where wide-angle arrivals are strong.<br />
Aiming to exploit <strong>long</strong> <strong>of</strong>fset in<strong>for</strong>mation in the <strong>data</strong> most<br />
fully, we per<strong>for</strong>m non-stretch stacks both in the time-<strong>of</strong>fset<br />
and in the tau-p domains. Figure 4 shows a sample super<br />
CMP gather after multi-window non-elliptical constant<br />
moveout correction using window size <strong>of</strong> 160 ms with half<br />
window overlap. Event discontinuities at the window edges<br />
Sub-<strong>basalt</strong> imaging in the Faeroe-Shetland Basin<br />
are controlled by the use <strong>of</strong> overlapping horizon-consistent<br />
windows picked via the analysis <strong>of</strong> an animation <strong>of</strong><br />
constant moveout stacks. Based on the idea <strong>of</strong> shiftedhyperbola<br />
introduced by de Bazelaire (1988) and improved<br />
by Castle (1994), we extract equations <strong>for</strong> fourth-order<br />
non-elliptical and non-hyperbolic moveout correction:<br />
2 2<br />
Δ τ = τ k ( 1 − 1 − p v ) ,<br />
Δt<br />
= k<br />
0 shif<br />
(<br />
2<br />
t 0<br />
2<br />
+ 2 2<br />
k v shift<br />
− t 0<br />
where<br />
k ≅<br />
⎛<br />
⎜ 1 −<br />
⎜<br />
⎝<br />
1 −<br />
2<br />
v dive<br />
2<br />
v int<br />
⎞ ⎛<br />
⎟ /<br />
⎜<br />
1 −<br />
⎟ ⎜<br />
⎠ ⎝<br />
1 −<br />
2<br />
v shift<br />
2<br />
v int<br />
⎞<br />
⎟ .<br />
⎟<br />
⎠<br />
Empirical relations are used to estimate vdive and<br />
from vrms and vavg or v int .<br />
v shift<br />
Time (sec)<br />
2<br />
3<br />
4<br />
5<br />
6<br />
Slowness (ms/km)<br />
100 200 300<br />
Downward continuation<br />
The downward continuation method using the interval<br />
velocities in a layer-stripping basis provides exact moveout<br />
correction in the tau-p domain (Clayton and McMechan,<br />
1981). In a practical <strong>processing</strong> work-flow we used the<br />
depth conversion tool to implement the moveout correction<br />
process. We convert the interval velocity to a conversion<br />
velocity field using the equation:<br />
v con<br />
=<br />
x<br />
2000<br />
2<br />
1 − p v<br />
2<br />
int<br />
in which 2000 (m/s) is the velocity that converts a trace in<br />
TWT (ms) to an identical trace in depth (m). We import<br />
this conversion velocity field into a depth conversion tool<br />
to convert the tau-p traces into their zero-slowness<br />
equivalent status. The dynamic modification per<strong>for</strong>med by<br />
Time (sec)<br />
2<br />
3<br />
4<br />
5<br />
6<br />
)<br />
,<br />
Slowness (ms/km)<br />
100 200 300<br />
Figure 4: Sample gather after elliptical moveout correction in the<br />
tau-p domain (left), and after non-stretch fourth order (shiftedelliptical)<br />
moveout correction (right).
such conversion is equal to the alteration required by the<br />
summation <strong>of</strong> elliptical shifts <strong>for</strong> a number <strong>of</strong> individual<br />
layers in order to per<strong>for</strong>m exact moveout correction in the<br />
tau-p domain.<br />
When the downward continuation approach is considered<br />
<strong>for</strong> moveout correction in the tau-p domain, the non-stretch<br />
moveout correction can be per<strong>for</strong>med by considering an<br />
imaginary thin layer with interval velocity <strong>of</strong> zero, just<br />
beneath the targeted interface. The corresponding RMS<br />
velocity function then follows the local iso-moveout curve<br />
(see Masoomzadeh et al, 2004).<br />
The result <strong>of</strong> the application <strong>of</strong> the strategy in the tau-p<br />
domain is shown in Figure 5; it clearly shows the top <strong>of</strong> the<br />
<strong>basalt</strong>, structures within the <strong>basalt</strong>, sediments below the<br />
<strong>basalt</strong> and basement. On the conventional stack (not shown<br />
here), we were only able to image the top <strong>of</strong> the <strong>basalt</strong>.<br />
Conclusions<br />
We have developed a strategy <strong>for</strong> the advanced <strong>processing</strong><br />
<strong>of</strong> <strong>long</strong>-<strong>of</strong>fset pr<strong>of</strong>iles from the Faeroe-Shetland Basin that<br />
provides an excellent quality <strong>of</strong> the <strong>seismic</strong> images. The<br />
specialized <strong>processing</strong> sequence was applied to the <strong>data</strong>set<br />
to tackle a number <strong>of</strong> specific problems such as frequency<br />
content, water bottom multiples, moveout stretching, nonhyperbolic<br />
travel time, turning ray contamination etc.<br />
Animations <strong>of</strong> non-stretch stacks in the tau-p domain, and<br />
in the t-x domain, allows the extraction <strong>of</strong> horizon<br />
consistent iso-moveout strips which are combined to<br />
per<strong>for</strong>m the non-stretch stacked section. We also applied<br />
higher order moveout correction based on the ideas <strong>of</strong><br />
‘downward continuation’ and ‘shifted-ellipse’.<br />
The advantages <strong>of</strong> <strong>long</strong>-<strong>of</strong>fset <strong>data</strong> <strong>processing</strong> in the plane-<br />
Sub-<strong>basalt</strong> imaging in the Faeroe-Shetland Basin<br />
wave domain includes the inherent spherical divergence<br />
correction, the possibility <strong>of</strong> source and receiver directivity<br />
compensation, the feasibility <strong>of</strong> layer stripping downward<br />
continuation and the efficiency <strong>of</strong> filtering multiples and<br />
turning rays. By stacking in the plane-wave domain we<br />
avoid the side effects <strong>of</strong> the inverse tau-p trans<strong>for</strong>m.<br />
Although we have obtained convincing stack images <strong>for</strong> the<br />
area, there are still potential avenues to be explored.<br />
Forward modelling, inversion, pre-stack migration and<br />
converted wave <strong>processing</strong> are promising fields <strong>of</strong> further<br />
work. Per<strong>for</strong>ming a scan <strong>of</strong> constant-velocity pre-stack<br />
migrated sections can potentially provide precise velocity<br />
in<strong>for</strong>mation as well as non-stretch pre-stack migrated<br />
section.<br />
References<br />
Castle, R.J., 1994, A theory <strong>of</strong> normal moveout,<br />
Geophysics, 59, 983-999.<br />
Clayton, R.W. and G.A. McMechan 1981, Inversion <strong>of</strong><br />
refraction <strong>data</strong> by wave field continuation. Geophysics, 46,<br />
860-868.<br />
de Bazelaire, E., 1988, Normal moveout revisited:<br />
Inhomogeneous media and curved interfaces, Geophysics,<br />
53, 143-157.<br />
Masoomzadeh, H., Barton P. J., Singh, S. C., 2004, Nonstretch<br />
stacking in the tau-p domain: exploiting <strong>long</strong> <strong>of</strong>fset<br />
arrivals, 74 th Ann. Internat. Mtg: Soc. <strong>of</strong> Expl. Geophys.,<br />
SP-P2.<br />
Spitzer, R., and White R.S., 2003, Enhancing <strong>sub</strong>-<strong>basalt</strong><br />
reflections using parabolic τ-p trans<strong>for</strong>mation. The Leading<br />
Edge, 22, 1184-1201.<br />
Top <strong>basalt</strong><br />
Figure 5: Non-stretch stack in the tau-p domain. Benefiting from the <strong>processing</strong> strategy shown in Figure 1 (route B), the intra-<strong>basalt</strong> and <strong>sub</strong><strong>basalt</strong><br />
structures in the Faeroe-Shetland Basin are imaged more clearly than the previous attempts based on conventional <strong>processing</strong>.