3d seismic technology application to the exploration
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3D Seismic Technology: Application to the Exploration of Sedimentary Basins
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Geological Society Memoirs
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DAVIES, R. J., CARTWRIGHT, J. A., STEWART, S. A., LAPPIN, M. & UNDERHILL, J. R. (eds) 2004.3D Seismic Technology:
Application to the Exploration of Sedimentary Basins. Geological Society, London, Memoirs, 29.
JONES, G., WILLIAMS, L. S. & KNIPE, R. J. 2004. Structural evolution of a complex 3D fault array in the Cretaceous and Tertiary of
the Porcupine Basin, offshore Ireland. In: DAVIES, R. J., CARTWRIGHT, J. A., STEWART, S. A., LAPPIN, M. & UNDERHILL, J. R.
(eds) 2004. 3D Seismic Technology: Application to the Exploration of Sedimentary Basins. Geological Society, London, Memoirs, 29, 117-132.
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GEOLOGICAL SOCIETY MEMOIR NO. 29
3D Seismic Technology: Application to the Exploration of
Sedimentary Basins
EDITED BY
RICHARD J. DAVIES
Cardiff University, UK
JOSEPH A. CARTWRIGHT
Cardiff University, UK
SIMON A. STEWART
BP, Azerbaijan
MARK LAPPIN
ExxonMobil Exploration Company, USA
and
JOHN R. UNDERHILL
The University of Edinburgh, UK
2004
Published by
The Geological Society
London
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Preface
This Geological Society Memoir is the result of a highly
successful conference held in November 2001 at The
Geological Society, London. The 32 papers in this Memoir
attempt to capture how the rapid development of 3D seismic
technology has had a fundamental role in the exploration,
development and production of hydrocarbons and uses
movies as well as conventional figures and text to do
so. The Memoir also shows that 3D seismic data are a
tremendous - - but mainly underutilized - - tool for Earth
scientists involved in the exploration of sedimentary basins
in the context of a diverse range of disciplines whether
they be sedimentary, structural or even 'hard rock' .
Given the breadth and depth of the contributions we hope
that this book will become a well-thumbed reference for
those working with 3D seismic technology in industry
and academia, but perhaps more importantly will act
as an introduction for those that are now discovering its
utility.
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Acknowledgements
First and foremost we would to thank all the contributors to the
meeting who made it such a success and then detailed their
results in this book. Michele O'Callahan is thanked for helping
to convene the meeting and Helen Wilson for organizing the
event. ExxonMobil, Landmark, PGS Exploration Ltd, Schlum-
berger, Troy Ikoda, and Veritas DGC Ltd. generously
sponsored the conference.
This Memoir would not have been possible without the
expertise of the following individuals who reviewed one or
more papers. Rolf Ackerman, John Allison, John Ardill, Bryn
Austin, Brian Bell, John Bingham, Stuart Bland, Ian Cloke, Pat
Connelly, Rupert Dalwood, Chris Dart, Bret Dixon, Richard
Dixon, Tony Dor6, Chris Elders, Duncan Erratt, Jean
Christophe Faug~res, A1 Fraser, Scot Fraser, Joe Gallagher,
Kerry Gallagher, Tim Garfield, Rutger Gras, Matt Grove, Jens
Peter Vind Hansen, Dan Helgeson, Peter Homonko, Howard
Johnson, Hugh Kerr, Paul Knutz, Nick Kusznir, Charles Line,
Lidia Lonergan, Dave Long, Richard Lovell, Steve Mathews,
James Maynard, Ken McClay, Alan McInally, Steve Mitchell,
Damian O'Grady, Mike Payne, Sverre Planke, Henry
Posamentier, Pat Shannon, John Smallwood, Roland Smith,
Gary Steffens, Martyn Stoker, Dorrik Stow and Alistair
Welbon. April Newman is thanked for providing logistical and
administrative assistance throughout the editorial process.
ExxonMobil also provided logistic support and kindly helped
fund colour pages. We are also very grateful to the Petroleum
Group of The Geological Society who championed the
meeting, encouraged the compilation of these papers and also
generously sponsored colour pages.
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Contents
Preface v
Acknowledgements vi
3D seismic technology: are we realising its full potential?: DAVIES, R. J., STEWART, S. A., CARTWRIGHT, J. A., LAPPIN, M., 1
JOHNSTON, R., FRASER, S. I. & BROWN, A. R.
Depositional systems
Seismic geomorphology: imaging elements of depositional systems from shelf to deep basin using 3D seismic data: 11
implications for exploration and development: POSAMENTIER, H. W.
Depositional architectures of Recent deepwater deposits in the Kutei Basin, East Kalimantan: FOWLER, J. N, GURITNO, E., 25
SHERWOOD, P., SMITH, M. J., ALGAR, S., BUSONO, I., GOFFEY, G. & STRONG, A.
The use of near-seafloor 3D seismic data in deepwater exploration and production: STEFFENS, G. S., SHIPP, R.C., 35 PRATHER, B. E., NOTT, J. A., GIBSON, J. L. & WINKER, C. D.
Structural controls on the positioning of submarine channels on the lower slopes of the Niger Delta: MORGAN, R. 45
Sea bed morphology of the Faroe-Shetland Channel derived from 3D seismic datasets: LONG, D., BULAT, J. & STOKER, M.S. 53
3D anatomy of late Neogene contourite drifts and associated mass flows in the Faroe-Shetland Basin: KNUTZ, P. C. & 63
CARTWRIGHT, J. A.
Interactions between topography and channel development from 3D seismic analysis: an example from the Tertiary of the Flett 73
Ridge, Faroe-Shetland Basin, UK: ROBINSON, A. M., CARTWRIGHT, J. A., BURGESS, P. M. & DAVIES, R. J.
3D seismic analysis reveals the origin of ambiguous erosional features at a major sequence boundary in the eastern North Sea: 83
near top Oligocene: HANSEN, J. P. V., CLAUSEN, O. R. & HUUSE, M.
3D seismic interpretation of the Messinian Unconformity in the Valencia Basin, Spain: FREY MARTINEZ, J., CARTWRIGHT, J.A., 91 BURGESS, P. M. & VICENTE BRAVO, J.
Structural and igneous geology
3D analogue models of rift systems: templates for 3D seismic interpretation: MCCLAY, K. R., DOOLEY, T., WHITEHOUSE, P., 101
FULLARTON, L. & CHANTRAPRASERT, S.
Structural evolution of a complex 3D fault array in the Cretaceous and Tertiary of the Porcupine Basin, offshore Ireland: 117 JONES, G., WILLIAMS, L. S. & KNIPE, R. J.
Three-dimensional geometry and displacement configuration of a fault array from a raft system, Lower Congo Basin, Offshore 133
Angola: implications for the Neogene turbidite play: DUTTON, D. M., LISTER, D., TRUDGILL, B. D. & PEDRO, K.
Initial deformation in a subduction thrust system: polygonal normal faulting in the incoming sedimentary sequence of the 143
Nankai subduction zone, southwestern Japan: HEFFERNAN, A. S., MOORE, J. C., BANGS, N. L., MOORE, G. F. & SHIPLEY, T. H.
The evolution and growth of Central Graben salt structures, Salt Dome Province, Danish North Sea: RANK-FRIEND, M. & 149
ELDERS, C. F.
Integrating 3D seismic data with structural restorations to elucidate the evolution of a stepped counter-regional salt system, 165
Eastern Louisiana shelf, Northern Gulf of Mexico: TRUDGILL, B. D. & ROWAN, M. G.
Exploration 3D seismic over the Gjallar Ridge, Mid-Norway: visualization of structures on the Norwegian volcanic margin 177
from Moho to seafloor: CORFIELD, S. M., WHEELER, W., KARPUZ, R., WILSON, M. & HELLAND, R.
Tertiary inversion in the Faroe-Shetland Channel and the development of major erosional scarps: SMALLWOOD, J.R. 187
3D seismic analysis of the geometry of igneous sills and sill junction relationships: HANSEN, D. M., CARTWRIGHT, J. A. & 199
THOMAS, D.
Kinematic indicators for shallow level igneous intrusion from 3D seismic data: evidence of flow direction and feeder location: 209
TRUDE, K. J.
Application at development and production scale
Visualization and interpretation of 3D seismic in the Carboniferous of the UK Southern North Sea: LYNCH, J.J. 219
Direct visualization and extraction of stratigraphic targets in complex structural settings: JAMES, H., BOND, R. & EASTWOOD, L. 227
Locating exploration and appraisal wells using predictive rock physics, seismic inversion and advanced body tracking: 235
an example from North Africa: PICKERING, G., KNIGHT, E., BLETCHER, J., BARKER, R. & KEMPER, M.
Use of 3D visualization techniques to unravel complex fault patterns for production planning: Njord field, Halten Terrace, 249
Norway: DART, C., CLOKE, I., HERDLEV/ER, ,~., GILLARD, D., RIVEN/ES, J. C., OTTERLEI, C., JOHNSEN, E. & EKERN, A.
Seismic characteristics of large-scale sandstone intrusions in the Paleogene of the South Viking Graben, UK and Norwegian North 263
Sea: HUUSE M., DURANTI, D., STEINSLAND, N., GUARGENA, C. G., PRAT, P., HOLM, K., CARTWRIGHT, J. A. & HURST, A.
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vm CONTENTS
Integrated use of 3D seismic in field development, engineering and drilling: examples from the shallow section: AUSTJN, B. 279
4D/time-lapse seismic: examples from the Foinaven, Schiehallion and Loyal Fields, UKCS, West of Shetland: BAGLEY, G., 297 SAXBY, I., MCGARRITY, J., PEARSE, C. & SEATER, C.
New applications
Improved drilling performance through integration of seismic, geological and drilling data: STEWART, S. A. & HOLT, J. 303
4D seismic imaging of an injected CO2 plume at the Sleipner Field, central North Sea: CHADWICK, R. A., ARTS, R., EIKEN, O., 311 KIRBY, G. A., LINDEBERG, E. & ZWEIGEL, P.
Towards an automated strategy for modelling extensional basins and margins in four dimensions: WroTE, N., HAINES, J., 321 JONES, S. & HANNE, D.
Examples of multi-attribute, neural network-based seismic object detection: DE GROOT, P., LIGTENBERC, H., OLDENZIEC, T., 333
CONNOLLY, D. & MELDAHL, P.
Modelling fault geometry and displacement for very large networks: LISTER, D.L. 339
Index 349
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3D seismic technology: are we realising its full potential?
R I C H A R D J. D A V I E S 1, S I M O N A. S T E W A R T 2, J O S E P H A . C A R T W R I G H T 1, M A R K
L A P P I N 3, R O D N E Y J O H N S T O N 4, S C O T I. F R A S E R 5 & A L I S T A I R R. B R O W N 6
13DLab, School of Earth, Ocean and Planetary Sciences, Cardiff University, Main Building Park Place,
Cardiff CFIO 3YE, UK (e-mail: [email protected])
2BP Azerbaijan, C/o Chertsey Road, Sunbuo, on Thames, Middlesex TWI6 7LN, UK
3ExxonMobil Exploration Company, 233 Benmar, Houston, Texas 77060, USA
4Bp, E & P Technology Group, Chertsey Road, Sunbuo' on Thames, Middlesex TW16 7LN, UK
5Shell EP Technology Solutions, Shell International Exploration & Production Inc., 200 N Dairy Ashford,
Houston, Texas 77079, USA
6Consulting Reservoir Geophysicist, 1911 Country Brook Lane, Allen, Texas 75002, USA
Abstract: Three-dimensional (3D) seismic data have had a substantial impact on the successful exploration and production of
hydrocarbons. Although most commonly acquired by the oil and gas exploration industry, these data are starting to be used as
a research tool in other Earth sciences disciplines. However despite some innovative new directions of academic
investigation, most of the examples of how 3D seismic data have increased our understanding of the structure and stratigraphy
of sedimentary basins come from the industry that acquired these data. The 3D seismic tool is also making significant inroads
into other areas of Earth sciences, such as igneous and structural geology. However, there are pitfalls that parallel these
advances: geoscientists need to be multidisciplined and true integrators, and at the same time have an ever-increasing
knowledge of geophysical acquisition and processing. Notably the utility of the 3D seismic tool seems to have been
overlooked by most of the academic community, and we would submit that academia has yet to take full advantage of this
technology as a research tool. We propose that the remaining scientific potential far exceeds the advances made thus far and
major opportunities, as well as challenges, lie ahead.
The age of field-based geological mapping that began with
William Smith (1769-1839) started as a result of technological
advances such as mining and canal building, which in turn were
fuelled by basic commercial needs (Winchester 2001). In a
similar way, a 'new age' of subsurface geological mapping that
is just as far-ranging in scope as the early surface geological
mapping campaigns is emerging. It is the direct result of the
advent of 2D and subsequently 3D seismic data along with
advances in seismic acquisition and processing over the past
three decades. This 21st century 'quiet' revolution is driven by
the increasingly sophisticated technological demands made by
today's oil and gas exploitation industry but surprisingly this is
going on almost without remark from less directly related
sectors of the academic geological community.
The 3D seismic technology revolution has its roots in the
1930s when the first 2D data were acquired. A key evolutionary
stage was the advent of digital recording and processing
techniques during the 1960s. This facilitated 2D subsurface
imaging, followed in the 1970s by 3D imaging. The first
commercial 3D survey was recorded in 1975 in the North Sea
and was interpreted in the same year. 3D seismic data quickly
evolved from a research idea to cost-effective methods that have
substantially boosted the efficiency of finding and recovering
hydrocarbons. The quality of modern 3D seismic data is so high
in many cases, that the data are starting to be used as a research
tool and this is just beginning to allow researchers to challenge
certain paradigms of stratigraphy and structural geology.
The use of seismic data in the oil and gas industry quickly
led to a number of scientific advances. For example a
reinvigoration in stratigraphy started in the 1950s as a direct
result of the development of the common mid-point method
(Liner et al. 1999) and the acquisition and interpretation of 2D seismic data (Payton 1977). Widespread dissemination of the
rapidly expanding 3D database has the potential to advance many
geological disciplines which, in contrast to the 'stratigraphy
revolution', perhaps have less direct impact on the oil and
gas industry. In particular, the availability of surveys covering
several thousand square kilometres now enables basin-scale
processes to be investigated using the potential high spatial
resolution of 3D seismic data. New sedimentary and structural
phenomena are being imaged and explained for the first time.
These advances are perhaps not surprising when one considers
the scale limitations of most outcrop, which historically is the
most utilized type of geological data for studying structures at
similar scales. Many of our fundamental geological concepts
are rooted at the outcrop scale and therefore the alternative
perspective provided by 3D seismic imaging holds considerable
promise for developing and challenging these concepts, as well
as revealing new phenomena. Examples in this volume show
new phenomena that are recognized with 3D seismic, simply
because their size is such that they cannot be seen in toto for what they are at outcrop.
The aim of this introductory paper is to explore the breadth
of the impact of 3D seismic technology on the geological
sciences and to capture the overall aims of the volume: to raise
the profile of 3D seismic interpretation within the Earth science
discipline. The paper will set the scene for the Memoir by
reviewing the progress that has been made over the past three
decades in the development and application of 3D seismic
technology and exploring the future opportunities. The funda-
mental objective of the paper is to pose the question: are we fully
realizing the scientific potential that these data and the
technology could offer to Earth sciences?
2 D vs 3D s e i s m i c da ta
The ability to acquire and process 2D seismic data was
developed in the 1950s; 3D seismic data followed in the
1980s (Liner et al. 1999). 3D seismic is distinguished from 2D seismic by the acquisition of multiple closely spaced lines (e.g.
25 m) that provides regular data point spacing that feeds 3D data
migration during processing. This leads to a true data volume
DAVIES, R. J., CARTWR1GHT, J. A., STEWART, S. A., LAPPIN, M. & UNDERHILL, J. R. (eds) 2004.3D Seismic Technology: Application to the Exploration of Sedimentary Basins. Geological Society, London, Memoirs, 29, 1-9. 0435-40521041515 9 The Geological Society of London 2004.
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2 R.J. DAVIES ET AL.
from which lines, planes, slices or 'probes' can be extracted in
any orientation, with nominally consistent data processing
characteristics. While it is possible to acquire a dense, 'high-
resolution' grid of 2D lines, or create a mesh of 2D coverage by
assembling spatially coincident 2D surveys of different
vintages, such grids are fundamentally different from true 3D
seismic data (Lonergan & White 1999). The close line spacing
of 3D seismic data means that these data do not have the
problems of spatial aliasing inherent to 2D seismic data, and
therefore have the potential to yield better stratigraphic
resolution, better migration and imaging of structural and
depositional dips. The density of subsurface reflection point
coverage allows stratal reflections to be mapped using
automated or semi-automated trackers to provide continuous
mapped surfaces that may in turn be used to derive a range of
seismic and structural attributes. These attributes feature
increasingly in exploration and development workflows.
Fundamentally, however, the greatest benefit of 3D resides in
its spatial resolving power both in terms of absolute spatial
resolution and relative accuracy in image positioning due to 3D
migration techniques employed during the processing of the
seismic data (Yilmaz 2001). Features such as fault systems can
now be mapped in much more detail than was possible with 2D
seismic data, with its inherent limitations of spatial aliasing
(Freeman et al. 1990).
Commercial considerations
The cost of acquiring 3D datasets is significant--tens of
thousands of US dollars per square kilometre for surveys that
are hundreds to thousands of square kilometres in size.
Therefore academic institutions rarely acquire and process
these data except over very small areas. The vast majority of
existing 3D seismic data have been acquired by the hydrocarbon
industry due to the key role this technology plays throughout the
life cycle of oil and gas exploration, development and
production. 3D seismic data and technology can often reduce
exploration risk, increase the accuracy of reservoir models and
at its best, enable development and production wells to be
positioned within complex hydrocarbon reservoirs (Dart et aI.
2004; Pickering et al. 2004). Although it may be regarded as an
expensive research tool, the cost of 3D seismic data has fallen
over the past 15 years (Table 1).
Evolving computer technology has facilitated the prolifer-
ation of 3D seismic data with a trend of decreasing cost but
increasing data quality. Increasing computer power has allowed
industry and academic groups to develop increasingly sophis-
ticated acquisition equipment and processing algorithms,
leading to advances in image quality along with increasingly
Table 1. Cost versus year of acquisition for 3D seismic data in the North Sea, UK
North Sea 3D cost over time
Year k USD (sq km)
1982 70-100
1986 30
1990 12-15
1993 8-9
1999 4
2002 10-20
large 3D datasets. The main driver behind the growth of 3D
seismic data over recent years, however, is global requirement
for hydrocarbon production. Although the global seismic
database is expanding, the rate of exploration drilling is such
that the obvious prospects are quickly tested and the inventory
of prospects relies increasingly on more subtle and higher risk
opportunities. This is paralleled by the movement of activity
into more challenging physical and political environments. The
main technical challenge today (2004) continues to reside with
processing geophysicists. They commonly work in collabor-
ation with asset teams (teams working on particular exploration
acreage, development or production project) which are well
grounded in the stratigraphic and structural history of a
particular area. Both disciplines should work jointly to produce
clearer, more accurate images that improve prospect economics
or increase recovery efficiency from producing assets.
F u t u r e exp lora t ion i m p a c t - - g l o b a l h y d r o c a r b o n reserves
A key question for 'E and P' geoscientists is to consider the
range in image quality within the proportion of global
hydrocarbon reserves imaged by 3D seismic. There are many
assets and basins around the world where data quality is
excellent but many datasets are good to poor due to geological
complexity. This is evidenced in Table 2 where the marked
assets and basins demonstrate a clear variability in data quality.
The hydrocarbon industry continues to make considerable
investment in improving seismic acquisition and processing to
improve poorly image quality within successions that have a
bearing on hydrocarbon exploration, development and pro-
duction. Doing so reduces risk and therefore effectively
increases global oil and gas reserves. Improving seismic
imaging is an ongoing, long-term and sometimes uncertain
approach to improving the quality of seismic interpretation that
is related primarily to economics--in most cases we know how
to collect the right data--instead short-term business drivers
dictate that we acquire data that we can afford. Acquisition (and
reprocessing) is then commonly repeated later, perhaps several
times during not only field life, but before any of this, during the
exploration for economic recoverable hydrocarbon volumes.
Interpreting 3D seismic data
When 3D seismic data first became available, there was no
experience or tool in use to optimize workflows, and early 3D
interpretations were done in a series of steps inherited from the
methodology developed for 2D seismic data. For example, good
understanding of the seismic wavelet, careful ties to synthetic
seismograms, checking datums and positioning, followed by a
methodical, grid based approach to interpretation, balancing
manual and automatic picking depending on data quality at a
specific reflector (Brown 1999). As the volume of 3D data has
expanded and technology has advanced, new workflow options
have emerged. One of the most significant developments for
interpretation is the evolution of the 'voxel', which is the 3D
equivalent of a 'pixel'. Pixel-based interpretation and voxel
interpretation use 'steering criteria' to grow interpretations
around manually inserted seed points or lines. Pixels are picked
on numerous 2D lines within a 3D dataset, where as voxels can
be selected within a 3D cube. This increases interpretation speed
but also allows interpreters to view all of the data within a
seismic data cube simultaneously, rather than on a line by line
basis. An opacity function allows the interpreter to instantly
remove data from view--perhaps low-amplitude reflections--
leaving high amplitude bodies that may represent reservoirs or
hydrocarbon accumulations. Both pixel-based autopicking and
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3D SEISMIC TECHNOLOGY: REALISING ITS FULL POTENTIAL? 3
Table 2. List of 57 fields, assets and exploration areas subjectively ordered with respect to typical seismic resolution
Angola, Block 17
West of Africa, Girassol Field (high-frequency data)
North Angola
Southern North Sea (Quad 43)
Outer Congo Basin (with the exception of sub-salt succession)
Gulf of Mexico (with the exception of sub-salt succession)
Malay Basin
West of Africa: Congo
Nigeria Shelf
Nigeria Deep Water
Sakahlin Offshore
Black Sea
Mauritania Offshore
Southern Caspian Sea
West of Africa: South Angola
South Texas
Trinidad Shelf Mahogany
Mediterannean (Spain and Italy)
Beaufort Sea
Argentina, Neuquen Basin, Sierra Chata Field
Venezuela, Heavy Oil Belt, Cerro Negro Field
Brazil Offshore (Campos Basin)
India Offshore
Vietnam Offshore
Chad Doba and West Doba Basin
Inner Moray Firth, UK
West Texas, USA
Alberta and B C ~ a n a d a
Azerbaijan--South Caspian
Russia/Kazakhstan/Azerbaij an--Middle Caspian
West Siberia
Foz Do Amazonas Basin
Kazakhstan--PriCaspian PreSalt
Australia--NW Shelf
Michigan
Central North Sea, UK
Australia--Bass Straights
McKenzie Delta--Canada
Cook Inlet Alaska
Moray Firth North Sea
Argentina San Jorge
Falklands
West of Shetland--no Paleocene Basalt Cover
Irish Sea
US fold and thrust belt
Turkey--Onshore
Papua New Guinea--Onshore
North Atlantic Rockall
Flemish Cap---similar to Rockall off Nova Scotia
United Arab Emirates thrust belt
Bolivian Andes
PNG fold and thrust
Trinidad Onshore
North Sea giant chalk sub-gas cloud
Gulf of Mexico--sub-salt
West of Shetland--with Paleocene Basalt Cover
Gulf of Suez sub-salt
voxel autopicking are sensitive to signal variations as sensed by
the steering criteria, whether those variations are actual changes
in the geology or whether there is noise in the dataset. Noise
level, or data quality, is an extrinsic uncertainty that masks the
level of geological complexity which is an intrinsic uncertainty
in the data. This framework unsurprisingly suggests that voxel-
based approaches are of highest value in tackling the rapid
definition of simple structures in good seismic data quality
settings.
Pitfalls of the 3D seismic technology revolution
Rapid advances in technology commonly have unforeseen
pitfalls that go unnoticed in the excitement that drives the
change. We identify three challenges.
The in terpreter 's mindse t
"We met the enemy and he is us ' - -quote by American cartoonist
Walt Kelly (1970).
Perhaps the most significant potential pitfall lies with us,
the interpreters of 3D seismic data and it is rooted in our basic
behaviour. Many modern interpreters began their professional
lives without any in-depth experience of 2D seismic
interpretation. The research or asset team focus--and there-
fore the interpreter's focus--is swiftly directed at surface
mapping, attribute analysis and visualization: all of which are
key tools available to interpreters of 3D seismic data. Will the
present and next generation of interpreters be handicapped for
the lack of an apprenticeship in the 'harder' world of 2D
seismic interpretation? This world had different challenges of
interpolation between widely spaced lines as a precursor to
mapping but also a more holistic approach where the seismic
packages and their geometries were valued as much as
correlations of individual horizons. The tendency exists to
pick fewer lines and interpolate between widely spaced
sections and we term this 'data underutilization'. The data
are valuable and we must take care not to render the data
between mapped horizons as opaque or invisible through
overuse of this interpretation workflow.
Geophys ica l grounding
While interpretation tools have become increasingly accessible
it is likely that data acquisition and processing will become
more complex. Difficulties are compounded in multi-dimen-
sional seismic data types, such as 4D (Bagley et al. 2004;
Chadwick et al. 2004) and 4C. An understanding of the
assumptions made in the processing of 3D seismic requires an
ever-deeper understanding of geophysics. For example, multiple
attenuation algorithms are becoming increasingly sophisticated
and need careful supervision to ensure that primary reflectors
are not erroneously removed. This requirement mirrors a
necessity for the data interpreter to widen their 'skillset' to
encompass the range of geological architectures that are
resolved on higher quality data. The impact of this on
professional development--whether the specialists or general-
ists have the key roles--is currently a subject of debate in the oil
industry. The need for geophysical understanding and careful
calibration (Brown 2001) is paramount now and will become
more so in the future.
The view that 3D seismic volumes are 'true' realizations of
geological volumes is an assumption that can result in
exploration, development and production failure; and can
incur commercial penalties (e.g. Stewart & Holt 2004). Basic
acquisition problems along with various sources of noise, mis-
positioning of seismic energy and tuning (e.g. Yilmaz 2001 ) are
as significant now as they have ever been. Exploration acreage
can be located within complex geological settings and this
forces interpreters to work right at the limits of data resolution
and in many instances beyond (e.g. 'ghosting' horizons through
areas of poor data). At the scale of many reservoirs the
interpretation of flow units that are below seismic resolution is
sometimes a necessity when projects require i t--this can be
termed 'data overutilization'. Arguably other examples of data
overutilization come from the misuse of so-called direct
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4 R.J. DAVIES ETAL.
hydrocarbon indicators (DHIs). Many experienced industry
interpreters will be able to recount examples of prospects that
were dramatically de-risked through the identification of a
DHI that did not make geological sense. In many cases pros-
pects have been drilled on 'overutilized' data and have been
proven dry.
Other common pitfalls include the tendency in clastic
successions to view seismic amplitudes as a direct indicator of
lithology. This of course should be cautioned against as fluid
content can significantly reduce acoustic impedance and there-
fore seismic amplitude. To get indications of fluid or lithology
from 3D seismic or impedance volumes typically requires
further processing after a thorough petrophysical study of the
rock involved (Whitcombe et al. 2002).
The e v o l v i n g ro le o f the s e i s m i c i n t e r p r e t e r
To meet the challenge of the pace with which the technology is
advancing the interpretation community needs to include fully
integrated ('quantitative') geoscientists with a general under-
standing of all aspects of data acquisition, processing and a
specialized knowledge of interpretation. A significant develop-
ment related to the growth of 3D seismic data as the 'core' of
assessment of hydrocarbon occurrence, volume and distribution
is the breakdown in the division of geologist and geophysicist in
the hydrocarbon exploration and production industry. Until very
recently it was typical for the 'geophysicist' to develop an
understanding of 'the container' using 2D and 3D seismic data
tied to well 'tops' while the geologist provided information on
reservoir distribution and quality using wireline logs, core data
and a regional understanding. This is changing: the modem
interpreter must truly be a multidisciplinarian, well versed in
subjects as diverse as petrophysics and sequence stratigraphy.
Continued professional training is thus a priority in such a
demanding environment.
3D seismic data: impact on Earth sciences
Despite the inevitable pitfalls the technology is positioned to
have a tremendous impact on Earth sciences. The history of
research in the geosciences is populated with examples of
paradigm shifts inspired by new technology, for example
submarine warfare technology and its role in the recognition
of marine magnetic anomalies associated with sea floor
spreading. 2D reflection seismology has already played a key
role in the evolution of concepts of extensional tectonics and
stratigraphy during the 1970s and 1980s, perhaps in part because
the academic community was fully involved in the acquisition
of the data. Indeed, academic programs in deep reflection
seismic were responsible for some important breakthroughs in
rift tectonics and basin development (e.g. the BIRPS and
COCORP projects--Klemperer & Hobbs 1991 ).
The abundance of large 3D seismic surveys now represents
a significant opportunity for research geoscientists from a
diverse range of disciplines to benefit from this petroleum
industry investment. Research is no longer spatially restricted
to tens of square kilometres and the typical extent of an oil
and gas field. In some areas sufficient 3D seismic data has
historically been acquired so that 'megamerges' of the surveys
provide coverage of entire sections of basins, for example in
the North Sea Basin, where only ten years ago, there would
have been incomplete coverage of variable quality 2D data
with local 3D across producing fields. These aerially extensive
surveys allow basin analysis at a very high spatial resolution
afforded by the 3D grid spacing. This means that there is no
loss of detail with increasing area and that structural and
stratigraphic elements can be placed in a basin wide context.
This gives basin analysis a fundamental new tool with which
to tackle diverse issues such as basin modelling, e.g. White
et al. (2004), basin wide fluid flow, sub-regional tectonics or
depositional systems and their stacking.
A small number of academic studies have nevertheless
been pursued with 3D seismic data as the principal research
medium either because of their intrinsic interest, because they
are based on collaborative partnerships with industry, or
because of serendipitous 'discovery' whilst in pursuit of
objectives of economic interest. Recognition of new geologi-
cal structures is always possible on 3D surveys because of the
newly available resolving power (Cartwright 1994; Davies
et al. 1999, Davies in press). Recently for example a 3D
seismic approach was applied to the investigation of meteor
impact craters and this has raised awareness of the potential of
3D seismic amongst the specialists investigating cratering on
the terrestrial planets (Stewart & Allen 2002). Every new
map, whether it be a time map or seismic attribute has the
potential to reveal features that we are yet to fully appreciate
in the field. Such features are not identified in the geological
lexicon.
Due to simple economic prerogatives, some advances have
been made in the effort to maximize production from discovered
accumulations. For example the study of post-depositional
remobilization of clastic reservoirs (Lonergan & Cartwright
1999; Huuse et al. 2004). Certain types of remobilisation
structures illustrate how 3D seismic allows for the identification
of features that currently have no good field analogue
(Molyneux et al. 2002; Gras & Cartwright 2002). The same
principle applies to the study of a diverse range of soft-sediment
deformation structures from density inversion folds (Davies
et al. 1999) and polygonal faults (Cartwright 1994) to giant
pockmarks (Cole et al. 2000). Soft sediment deformation is
likely to receive much more attention in the future, not least
because it is often apparent in the highest frequency part of the
seismic profile (e.g. Davies in press). There is a wealth of
seismic data from the first second of two-way travel time below
mud line, that has no commercial value but covers geological
phenomena of significant academic interest (Knutz & Cart-
wright 2004; Smallwood 2004) or has important implications for
offshore installation integrity (Austin 2004; Long et al. 2004)
and well planning (Stewart & Holt 2004).
S t r a t i g r a p h y
The concepts of seismic stratigraphy (Payton et al. 1977)
were based on 2D seismic data but the advent of 3D seismic
data now allows for individual depositional elements to be
recognized and for the interpreter 'to go beyond the parase-
quence'. Studies in this volume (Fowler et al. 2004; Frey
Martinez et al. 2004; Posamentier 2004; Robinson et al. 2004;
Steffens et al. 2004) illustrate three-dimensional seismic facies
distribution and stratigraphic architecture and demonstrate the
degree to which research in these disciplines has advanced
today. Recent focus has been on deepwater depositional
systems. In this setting it is commonplace to use several
reprocessed seismic volumes of an original dataset that are
designed to exploit various rock properties calibrated to
borehole petrophysics (Whitcombe et al. 2002). These data-
volumes typically display the seismic differences between fluid
and lithology, the presence or absence of AVO anomalies,
qualitative and quantitative acoustic impedance inversion. In
addition, parallel advances in software manipulation have
enabled the development of spatial-stacking or optical stacking
techniques for enhanced flat-spot analysis (Worrel 2001). All or
some of the described techniques have been used to further
-
3D SEISMIC TECHNOLOGY: REALISING ITS FULL POTENTIAL? 5
augment the seismic resolution of complex sedimentary
architectures inherent in deepwater sands. Indeed visualization
of ancient deepwater processes via the highest quality 3D
datasets is providing the interpreter with startling images of
sinuous channel complexes on deepwater slopes. What began as
a primarily model-driven view of the relationship of reflection
seismic data to depositional models has evolved to a point where
the recognition of process-derived facies distributions can be
visualized directly (Fowler et al. 2004; Steffens et al. 2004;
Posamentier 2004). The understanding of clastic depositional
processes has received much attention from academic research-
ers because of the shift towards deepwater clastic reservoirs as
exploration targets (e.g. Morgan 2004). This will continue to be
a major growth area in the next decade, but researchers will
bridge disciplines to tackle the interactions between sedimen-
tation and tectonics in a host of deep water settings (e.g. Hansen
et al. 2004). The application of 3D seismic data to disciplines
such as geomorphology, a field that has now been coined
'seismic geomorphology' (Posamentier 2004) are still being
advanced by industry geoscientists.
S t r u c t u r a l g e o l o g y
The most significant advances in structural geology that have
resulted from the application of 3D seismic interpretation are
probably fault system geometry (e.g. Dutton et al. 2004; Jones
et al. 2004; McClay et al. 2004) and kinematics and salt
tectonics (e.g. Rank & Elders 2004; Trudgill & Rowan 2004).
Examples include mapping distributions of displacement on
fault surfaces (Nicol et al. 1996; Walsh et al. 2002; Lister 2004)
and using mapped stratal terminations projected onto the fault
surface plane, or Allan diagram, to map fault rock properties
(Bouvier et al. 1989). 3D mapping of fault planes and
intersections has allowed topological frameworks to be devised
(Nicol et al. 1996) and specific 3D problems have been
encountered that have caused structural fundamentals such as
strain to be revisited (Cartwright & Lonergan 1996). More
recently, large basement faults in rift systems have been studied
using regional surveys to examine the kinematic evolution of
basin-scale tectonostratigraphic architecture (Dawers &
Underhill 2000; MacLeod et al. 2002). Future research will
almost certainly extend the insights gained into the evolution of
normal fault systems to the study of thrust and wrench fault
systems.
In addition to fault geometries, 3D seismic can contribute to
more general strain analysis by defining the geometry of growth
strata (Bouroullac 2001) and controlling 3D structural restor-
ation that may reveal subseismic strain distribution. 3D seismic
is also a powerful means for delineating small faults and
fractures that can exert a major influence on field performance
(Hesthammer & Fossen 1997).
I g n e o u s g e o l o g y
Although conventionally a subject restricted to field-based
researchers, large acoustic impedance contrasts with surround-
ing sediments means that igneous phenomena easily manifest
themselves on 3D seismic surveys located in the petroliferous
volcanic margins of the UK, Norway, Brazil and West Africa.
Complexes of igneous sills and flood basalts have been
identified in these areas (Planke et al. 2000; Davies et al. 2002;
Hansen et al. 2004; Trude 2004). Igneous sills in particular are a
classical illustration of the optimum use of 3D seismic in a
research context. They are very well imaged on 3D seismic
because of their large impedance contrasts with the host sedi-
ments, and hence are relatively straightforward to interpret. This
has meant that the three-dimensional geometry of sills can be
defined with considerable accuracy, and this has led to several
novel conclusions about the interactions between sills and their
host rocks as well as the fundamental mode of emplacement
itself (Hansen et al. 2004; Trude 2004). These insights were
not possible with field-based approaches alone, because of the
incompleteness of the outcrop of even the best exposed sills.
Future potential
As with any technological advance there are likely to be both
predictable and unpredictable innovations as well as surprises.
AVO, pre-stack depth migration, long offset 3D, 4D (e.g.
Bagley et al. 2004; Chadwick et al. 2004) and other
technologies such as neural network based detection systems
(e.g. De Groot et al. 2004) that have emerged in the past ten
years now fill geophysical journals. If investment means that the
fields of research into 3D seismic technology and its application
in Earth sciences are well fertilized then opportunities are
significant. We can also consider the spin-off technologies such
as 3D visualization (e.g. Bond et al. 2004; Corfield et al. 2004;
Lynch 2004) that now allow key geological problems within a
prospective region to be assessed and an efficient work direction
decided within an afternoon, rather than over a period of weeks.
Perhaps the application of this technology in Earth sciences may
result in every Earth science department in the first World being
equipped with a visionarium in 15 years time. Such a facility
would be used for teaching and research but not just to look at
seismic data but outcrops, core plugs and any other data that
benefits from communication in an immersive 3D environment.
In this paper we cannot focus on every avenue that may bear
fruit but a notable absentee from the Memoir are papers devoted
to what may prove to be an important area of future
technological growth-4C seismic.
4C seismic
3D seismic data are essentially a discretization of the Earth in
terms of the properties of sound waves of which there are three
main types: surface, interface and body. Each of these is
characterized by the nature of its wave propagation in Earth
materials. The body waves are of most use in the seismic data
context as they propagate information through the Earth, and are
not confined to boundaries. There are two types of body wave:
longitudinal (P-) waves, which transmit information by
compressing particles in the Earth back and forth in the
direction of wave travel; and transverse (S-) waves, which
transmit information by shearing particles past each other in
directions perpendicular to the wave direction. Seismic sources
can in fact be designed to emit either wave type, and receivers
designed to record either.
3D seismic images formed from marine towed streamer data
typically use the properties of P-waves to remotely sense the
Earth, because S-waves do not propagate in fluids. In contrast,
on land 3D seismic images can be formed using either P- or
S-waves, depending on the source of waves and the type of
receiver at the surface. Since shear waves propagate by causing
particle motion perpendicular to the direction of travel, they can
only be recorded properly by an arrangement of three geophones
that are sensitive to particle velocity or acceleration. It is normal
to arrange the geophones in three mutually orthogonal
directions, such as in the X, Y and Z directions of a Cartesian
coordinate frame, thus representing the three components (3C)
of a vector recording of the particle motion. 4C seismic is a
method of acquiring marine seismic data that combines
three orthogonal geophones from land acquisition with the
-
6 R.J. DAVIES ET AL.
hydrophone from towed streamers to give four-component (4C)
recording. This is made possible by deploying the specially
designed 4C sensor packages on the sea floor so that they are
coupled to the elastic Earth to record particle motion on the
geophones, but still in the water to record the pressure on the
hydrophones. The marine source is typically an airgun array that
creates P-waves in the water. Due to the partitioning of energy at
elastic boundaries within the Earth (reflectors, reflector
terminations, etc.), conversions occur from P- to S-(and vice
versa) so that both P- and S-waves are recorded. It is possible,
and entirely likely that these conversions occur thoughout the
subsurface. However, only the strongest conversions are
observed in the processed 3D volume, and these tend to occur
where the highest contrast exist, such as at the sea floor (Tatham
& Goolsbee 1984) or, more usually, at the reservoir refectors.
There are numerous potential benefits that 4C may bring,
for example: (1) imaging where towed streamer (P-wave) data
cannot, for example, through gas chimneys, low P-impedance
reservoirs, beneath salt, basalt or mud volcanoes; (2) reduction
of water column multiple energy through 'PZ summation';
(3) flexible receiver geometries on the seafloor permit
acquisition of long offsets and wide azimuths which
improve illumination, fold and SNR; (4) lithology and fluid
prediction, by direct measurement of shear waves for AVO, as
opposed to inference from P-wave data alone; (51 fracture
mapping from wide-azimuth P-wave data, and C-wave
splitting analysis to give fracture orientation, fracture density
and pore-fluid fill.
The first commercial success of 4C seismic took place in
1994 in the North Sea (Berg et al. 1994), which showed that
P-to-S conversions at deep reflectors (C-waves; Thomsen
1999) could provide an image through a gas cloud where the
conventional P-wave image was obscured. This is mostly due
to the pore fluid (gas) being invisible to the S-wave leg,
whereas the P-waves are attenuated heavily. Although there
have been very many 2D test 4C surveys, there have been
relatively few 3D 4C surveys worldwide. They include Alba,
Emilio, Gullfaks, Hod, Lomond, Staffjord and Valhall. There
are major challenges ahead with acquisition and processing of
4C data, particularly with the X and Y components to form
converted wave images.
True 4D seismic and the 'electric oilfield'
3D seismic provides a static picture of the Earth. To understand
dynamic Earth processes requires observation over time. 3D
seismic can provide the dynamic data in the form of repeat
surveys over the same area. Over the last ten years much effort
has gone into developing workflows to process multiple 3D
volumes from the same area to emphasize changes due to the
dynamic processes.
Just as two or three 2D seismic lines would not be
considered 3D seismic, so two or three 3D surveys cannot be
considered 4D seismic, rather they should be termed more aptly
time-lapse 3D seismic. The method of acquiring time-lapse 3D
can be towed streamer, 4C or a combination of both. A principal
objective in time-lapse seismic processing has been to remove
acquisition differences between repeat surveys (such as
variations in towed cable feathering), and to make processing
as similar as possible.
Installing an array of 4C seismic sensors permanently on the
seafloor potentially provides very repeatable 3D seismic. 3D
seismic can then be acquired with a shooting vessel as
frequently as required, for example, every few months for the
lifetime of an oilfield field. This is true 4D seismic since the time
axis has more than a few points and dynamic effects may be
observed, rather than inferred from the differences between
static 3D surveys. The first of these true 4D surveys is
documented in Barkved et al. (2003).
A permanent installation of sensors on the seabed coupled
with instruments in wells also provide the opportunity for
further monitoring of the subsurface, for example, dynamic
subsidence in the overburden, and micro-earthquake events
from sub-seismic faulting in the reservoir--the 'electric oilfield'
vision of dynamic Earth monitoring.
Conclusions
The most fundamental impact of 3D seismic was a major
improvement in imaging, positioning of seismic energy and
spatial frequency of data. The most closely spaced 2D seismic
grids have line spacing in the order of hundreds of metres--
exploration surveys were often of kilometre grid spacing. With
no control on how sparsely sampled phenomena link along
strike, fault patterns and displacement profiles, for example, are
spatially aliased. 3D reduces the onset of aliasing by at least an
order of magnitude, to around 20m and the increase in
resolution is obviously more significant if factored volume-
trically. So phenomena that existed at a hundreds of metre to
kilometre scale were imaged in 3D for the first time.
One could take the view that 2D and 3D seismic data are the
first tools to directly image the subsurface in three-dimensions
and that their advent represents one of the most significant new
techniques available to the solid Earth sciences of any
developed within the past century. The advent of this new
type of data has created an opportunity to train the next
generation of geoscience students in three-dimensional subsur-
face mapping in addition to the training they receive in
traditional surface mapping techniques. By doing so this
generation will be cognizant of its utility for understanding
basin forming and filling processes just as the present generation
of geoscientists understands the benefit of detailed geological
mapping. Whilst the data stream comes mainly from the
petroleum industry, the opportunities for research will be mainly
in prospective basins. However, as the cost of acquisition and
processing decreases, there will be increasing use of 3D
surveying for primary research purposes (Heffernan et aL
2004). The major challenges facing academic exploitation of
this extraordinary data resource are how to equip laboratories
capable of handling large data volumes, and how to persuade the
hydrocarbon industry and governmental partners and sponsors
to provide the means to do so.
ML, SS, SF, RJ thank ExxonMobil Exploration Company, BP and Shell for permission to publish this paper. E. Jansen of Schlumberger provided information used to construct Table 1. M. Huuse made comments on an early draft of this paper. T. Dor& A. Fraser and J. Howe provided helpful reviews.
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Seismic geomorphology: imaging elements of depositional systems from shelf to deep
basin using 3D seismic data: implications for exploration and development
H E N R Y W. P O S A M E N T I E R
Anadarko Canada Corporation, 425 1st Street SW, Calgary.', Alberta T2P 4V4, Canada
(e-mail: [email protected] )
Abstract: 3D seismic data can play a vital role in hydrocarbon exploration and development especially with regard to mitigating risk associated with presence of reservoir, source, and seal facies. Such data can afford direct imaging of
depositional elements, which can then be analyzed using seismic stratigraphy and seismic geomorphology to yield
predictions of lithologic distribution, insights to compartmentalization, and identification of stratigraphic trapping
possibilities. Benefits can be direct, whereby depositional elements at exploration depths can be identified and interpreted.
or they can be indirect, whereby shallow-buried depositional systems can be clearly imaged and provide analogues to
deeper exploration or development targets. Examples of imaged depositional elements from both shallow and deep sections are presented.
Seismic data have long been used for lithologic prediction.
Initially, such interpretations were based on the analysis of 2D
seismic reflection profiles (Vail et al. 1977). The approach that
was used involved first the identification of reflection termin-
ations (e.g. onlap, downlap, toplap, erosional truncation) and the
recognition of stratigraphic discontinuities such as unconfor-
mities. Second, the reflection geometries between discontinuity
surfaces were described (e.g., oblique or sigmoidal prograda-
tion). Finally, the amplitude, continuity and frequency of
reflections were described and mapped. In sum, these obser-
vations yielded insights with regard to the type of depositional
systems present. This approach was referred to as seismic
stratigraphy (Vail et al. 1977).
With the development of 3D seismic acquisition techniques,
the opportunity to image geological features in map view
opened up new approaches to geological prediction (e.g.
Weimer & Davis 1996). Various reflection attributes such as
amplitude, dip magnitude, dip azimuth, time/depth structure and
curvature, to name a few, can be observed to yield direct images
of depositionally and structurally significant features. In
addition, analysis of seismic intervals can lend further insight
to such features. The study of depositional systems using 3D-
seismic derived images has been referred to as seismic
geomorphology (Posamentier 2000). This represents a signifi-
cant step change in how seismic interpreters evaluate 3D seismic
data. In general, depositional environments had commonly been
inferred on the basis of cross-section derived stratigraphic
architecture and subsequent mapping of seismic facies leading
to lithologic predictions. With the advent of seismic geomor-
phology, discrete, detailed depositional subenvironments and
depositional elements could be interpreted directly from map
view images leading to much more accurate understanding of
lithologic distribution patterns and enhanced prediction of the
distribution of reservoir, source and seal facies.
The following discussion will be divided into two parts, the
first section illustrating examples of seismic images of
depositional elements at exploration depths, and the second
illustrating images of depositional elements at shallow depths.
Depositional elements at exploration depths
Cretaceous channels--Alberta, Canada
Figure 1 illustrates two views of a major channel crosscut by
two lesser channels. Figure 1A is a horizon slice or flattened
time slice, whereby a reflection 32 ms above was interpreted
and used as a reference horizon for the purpose of slicing
through the 3D seismic volume. Figure 1B is a reflection
amplitude map of reflections immediately below the reflection
associated with the channel. Each images the channels in a
different way, with different details brought out by the two
display styles. Both show linear features within the large
channel, which can be interpreted as possible point bar
deposits. Both show a crosscutting and therefore younger
channel in the middle of the illustration. However Figure 1A
shows another smaller channel crosscutting the larger
channel towards the bottom of the illustration, not apparent
in Figure lB.
The integration of seismic geomorphology and seismic
stratigraphy is illustrated in Figure 2. Inclined reflections within
the interpreted channel fill can be observed on the reflection
profile oriented normal to the long axis of the large channel (Fig.
2B). These reflections can be interpreted to represent lateral
accretion surfaces associated with point bar deposition within
the channel (Figs 2C and D). The isopach map indicates
the presence of a thicker channel fill on the southwestern side
of the channel (Figs 2A and D). The seismic profile reveals that
the thicker part of the channel does not correspond to a deeper
channel thalweg, but rather is associated with a 'bump' across
part of the channel. This 'bump' is interpreted to be associated
with a substrate that is less compactible than the other part of the
channel fill (Fig. 2C). This least compactible section would
suggest the presence of lateral accretion sets that would be most
sand-rich, sand being less compactible than silt or shale
(Fig. 2D).
Planning of horizontal well bore trajectories should take into
account the presence of internal stratigraphic architecture
comprising varying lithologies (Fig. 3). In this instance,
orientation of horizontal well bores parallel to the lateral
accretion deposits would allow for improved reservoir manage-
ment. Lithologic variations associated with bedding parallel
boreholes would be lower than those associated with bedding
normal boreholes. Consequently, drilling parallel to bedding
planes might better protect against gas or water breakthrough.
Alternatively, if gas or water breakthrough is not a concern, then
a preferred strategy might be to drill across bedding planes so as
to access and drain multiple compartments with a single
borehole.
Several crosscutting Cretaceous-aged channels are illus-
trated in Figure 4. This image represents a map of the negative
polarity total amplitudes within a 16 ms window that contains at
DAVIES, R. J., CARTWRIGHT, J. A., STEWART, S. A., LAPPIN, M. & UNDERHILL, J. R. (eds) 2004.3D Seismic Technology: Application to the Exploration of Sedimenta~ Basins. Geological Society, London, Memoirs, 29, 11-24. 0435-4052/04/$15 9 The Geological Society of London 2004.
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12 H.W. POSAMENTIER
Fig. 1.