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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>.

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