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L21 Course Summary

Jun 03, 2018

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    Seismic Imaging of subsurfacegeology

    Course Summary

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    Seismic Imaging

    Objective

    Provide a framework to understand the underlying seismic model -how seismic data are affected by structure and stratigraphy and when

    a seismic section is a good representation of geology

    Course graduate should be able to

    Communicate effectively with specialists in seismic acquisition,

    processing, and interpretation

    Understand how the earth responds to a seismic source and how

    synthetic seismograms are generated in the computer.

    Assess effects of earth filtering, data acquisition, and data

    processing on seismic sections.

    Appreciate Seismic data quality criteria

    Resolution, Signal-to-noise ratio, Image integrity

    Recognize whether appropriate technology has been applied to

    your exploration project

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    Overview of Seismic Reflection Prospecting

    Display

    Seismic

    Source

    Seismic

    signal is

    generated

    Seismic signal reflects

    and transmits through

    subsurfaceEarth

    Filtering

    DataAcquisition

    Seismic signal isdetected and recorded

    Data

    Processing

    (filtering)

    Seismic signal is

    enhanced

    Imaging

    (multi-dim.

    Filtering)

    Seismic signal is

    positioned properly

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    Basic Seismology

    Huygens principle is an extremely powerful wavefront tracking tool

    By reconstructing wavefronts at closely spaced intervals, we can

    propagate waves in uniform media

    On prestack (CMP) gathers,

    primary and multiple reflections are hyperbolicshape gets flatter (less moveout) with depth and increased

    velocity

    beyond critical angle, reflections turn into refractions

    On poststack (zero-offset) sections,

    Unmigrated events are mispositioned and look distorted;

    diffractions abound, occurring at reflection discontinuities

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    Frequency domain, Linear systems,

    & seismograms

    Time and space signals can be expressed as sums of sinusoids

    Time-space signals are represented by f-k Fourier transformsSignals must be sampled at least twice per period to avoid

    aliasing

    The output of a Linear Time Invariant System

    has no frequency not present in input

    is independent of order of operations

    is convolution of system impulse response and input

    can be obtained by multiplying Fourier transforms Seismic reflections are generated by convolving the earths

    reflection coefficient train with a seismic wavelet.

    The seismogram is further modified by ghosting (at source andreceiver) and attenuation

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    Fourier Transform Terminology

    Bandwidth = frequency range where amplitude is

    greater than 70% of maximum amplitude

    Peak frequency = frequency at which amplitudespectrum has maximum value.

    Broad band wavelets are those with large

    bandwidths (typically more than 40 Hz for seismicdata).

    Narrow band wavelets are those with smallbandwidths (typically less than 15 Hz for seismic

    data).

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    -1.5

    -1

    -0.5

    0

    0.5

    1

    1.5

    0 4 8 12 16 20 24 28

    150 Hz Sine wave 100 Hz Sine wave

    Aliasing: 4 ms sample rate (125 Hz Symmetry)

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    Importance of Fourier Transforms in

    Acquisition and Processing

    Traces can be filtered to remove low- and high- frequency noises.

    Traces can be deconvolved to eliminate multiples or to enhanceresolution.

    Resolution and dip control frequency needs, which controls

    sample rate Field arrays filter surface waves and other noises in spatial domain

    Space-time filters can eliminate surface waves, multiples, etc

    Migration is a type of filtering, often performed in frequency

    domain

    Each frequency component can be treated independently

    Signals and noises often have different frequencies

    FFT (Fast Fourier Transforms) are computationally very fast

    differential-equation solvers

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    Linear Systems Summary

    The output of a Linear Time Invariant System has no frequency not present in input

    is independent of order of operations

    is convolution of system impulse response and input

    can be obtained by multiplying Fourier transforms

    Applications include filtering, synthetic (and real)

    seismogram generation, attenuation and ghosting.

    == dxxtvxhthtvty )()()(*)()(

    )()()( fHfVfY =

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    Synthetic Seismogram Summary

    Synthetic seismogram for vertically incident plane waveand horizontally layered media

    Hang a seismic wavelet on each reflecting interface

    Convolve the seismic wavelet w with the reflection coefficienttrain r

    Multiply the FT ofw times the FT of r.

    Ghosting plays a large role in wavelet shaping

    Source and receiver each provides a ghost

    Ghost is a 2-point (1,-1) filter separated by 2-way traveltimeto S or R depth. Notch in frequency domain at 0 and 1/ .

    Attenuation increases with reflector depth

    High frequencies are attenuated more than low frequencies Attenuation is constant for each fT (freq times 2-way travelT)

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    Seismic Data Quality Criteria(What does an interpreter want from seismic data?)

    Reflection detection (signal-to-noise ratio,

    overburden distortion)

    Resolution (vertical: map thin beds, lateral: place faults,detect stratigraphic changes)

    Fidelity (similarity of the seismic section to a geologiccross-section: accuracy of amplitudes, structural positions)

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    Important Concepts / Terms

    Spread = arrangement of geophones relative to sources Off-end all receivers are on one side of the source Split-spread receivers are on both sides of the source

    Group interval = receiver spacing= distance between geophone array centers

    Channels = number of receiver stations recorded per shot

    Shot interval = distance between shots

    Bin is the collection of all traces with the same CMP (+/-) Fold is the number of traces in the CMP bin

    CMP spacing = stack bin interval= 1/2 the group interval (usually)

    Inline = direction of shooting

    Crossline = perpendicular to Inline

    3-D terms

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    Vertical Resolution: Key Points

    Resolution is the ability to distinguish distinct events Short-duration seismic wavelets are required

    Broad bandwidth, zero-phase wavelets are best

    Seismic bandwidth is approximately = center frequency

    Potential resolution

    Bandwidth can be increased by deconvolution Frequencies to be included must have adequate S/N

    Phase coherence or Wiener spectra determine S/N

    Deconvolution must

    Increase the bandwidth

    and / or Align frequency components to be in phase

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    Stratigraphic exploration: Amplitudes

    Thin Beds

    Reflection shape changes little with bed thickness

    Reflection amplitude is proportional to bed thickness Amplitudes

    Amplitudes convey useful information about rock properties

    Statistical AGC makes data useful for structural

    interpretation

    Long-gate AGC better than short gate for amplitude fidelity

    Controlled amplitude - deterministic - most accurate

    approach but difficult to remove all amplitude contaminants

    S i i I i

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    Seismic Imaging

    Vertical Resolution

    Good vertical resolution is needed to isochron thin beds

    Resolution requires broad-band, zero-phase seismic data

    Statistical deconvolution broadens the bandwidth & simplifiesphase, subject to acceptable signal-to-noise ratio

    Deterministic approach is an excellent alternative (when source

    and instrument characteristics are available.)Lateral Resolution

    Good lateral resolution is needed to map small structural features

    faults, pinnacle reefs, contorted beds

    Fresnel zone smearing causes poor lateral resolution at depth

    Migration can improve lateral resolution significantly

    Prestack migration is especially helpful in improving lateral

    resolution

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    Seismic Visibility of a bed

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    Vertical Resolution / Gain Enhancement Deconvolution / AGC

    Applies a different filter / gain to each trace

    Assumes random reflection amplitude & depth Statistical correction

    Controlled Amplitude & Phase (CAP)

    Requires coordinated acquisition & processing Applies same filter / gain to all traces

    Assumes all relevant parameters are known

    Deterministic corrections

    Use CAP whenever possible

    Requires special acquisition & processing

    Requires fairly high-quality (good S/N) data

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    Rock Physics Summary

    Seismic response depends upon velocityand density

    Velocity and density depend upon rock

    properties

    lithology, porosity, fluid content, age, depth of

    burial, pore pressure, heat flow Seismic amplitude variation with offset also

    depends upon shear-wave velocity

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    Summary:

    Stratigraphic modeling / inversion

    Used to extend well-log information away

    from the well

    Matching synthetic seismic data to real datapermits checking geologic hypotheses

    Result is an estimate of short-periodvelocities

    used to infer rock properties away from wells

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    Velocity Summary

    Velocities are the most important factor in seismic explorationLong period estimates

    Obtained from traveltime information

    Processing uses: NMO Stack, MigrationInterpretation uses: Well-seismic ties, depth estimation,

    overpressure prediction

    Short period estimatesObtained from reflection waveforms and amplitudes

    Interpretation uses: rock property prediction away from

    wells

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    21

    Velocities and CMP stack

    Velocities are at the heart of seismic analysis

    NMO velocities can be used to estimate interval

    velocities and aid in time-to-depth conversion

    NMO velocity errors cause stack to act as a filter -

    eliminating high frequencies

    Fold is extremely important in enhancing S / N

    Offset / azimuth distribution also very important

    Shooting geometries to achieve CMP stack often dictated by

    equipment availability / field terrain

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    Basic Acquisition and Processing

    Objectives of acquisition and processing:

    reflection identification, resolution, and fidelity

    CMP Shooting forms the basis of acquisition and processing 3 - D fold = (Channels per streamer / 2) * (Group Int / eff Shot Int)

    Acquisition, the most expensive step in seismic exploration, tries

    for the best data quality at a reasonable cost

    Illuminate target with sufficient source energy

    Minimize recorded noise

    Basic Processing comprises

    Editing and sorting into CMP order

    NMO velocity analysis and NMO application CMP stack

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    Basic 2-D Processing Stream

    Filtering, corrections

    Sorting, Labeling, Editing

    CMP Stack

    Filtering, migration

    Velocity

    analysis

    Pre-

    Stack

    Post-

    Stack

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    Signal-to-Noise Ratio

    CMP stack enhances S / (random noise) by n, where n =fold

    enhances S / (coherent noise) with stack array

    f-k filters suppress dipping noises

    Multiples are most significant marine data quality

    problem In very shallow water, deconvolution is effective

    In very deep water (where sufficient differential

    moveout is present), velocity filtering techniques areeffective : f-k filters, weighted stack, radon filters

    Surface-related multiple suppression is a recent

    development for complex geometries

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    Seismic Arrays and CMP Stack

    Virtually all exploration seismic data are detected

    by receiver arrays The alternative, a Multi-component detector, is in itsinfancy

    Seismic Arrays are effective at reducing short-wavelength coherent noises in the inline direction

    Long arrays attenuate reflection signals

    Field arrays are anti-alias filters

    Spatial frequencies that would alias are attenuated

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    Signal-to-noise enhancement

    Full-fold Stack Array reduces surface-wave noiseswithout significantly attenuating reflections.

    Full-fold data acquisition used only in areas with severe

    noise problems, due to cost.

    Less than full-fold data acquisition produces stack array

    response that attenuates surface-wave noise, but to a

    lesser extent.

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    Data Processing Terminology

    Basic data processing consists of

    enhancing signal-to- noise ratio

    accounting for traveltime variations (in overburden and

    with offset)

    compensating for geologic structure

    High-end processing is needed

    when basic data processing does not meet business needs to compensate for complex structure / overburden

    to attenuate complex noise fields

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    Advanced Data Processing Summary

    Data processing streams must be tailored to source of

    data-quality degradation Filtering is often useful in eliminating additive

    noises

    Efficacy of multiple suppression technique depends

    on water depth

    Long-period static correction reduces structuraldistortion

    Short-period static correction enhances signal-to-

    noise ratio

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    Addressing Seismic Data Quality

    Reflection detection (signal-to-noise ratio, overburdendistortion)

    1-D and 2-D filters aimed at attenuating specific noises CMP Stack

    Short-period static and dynamic corrections

    Resolution

    Vertical: Deconvolution / controlled phase processing

    Lateral: Migration Fidelity

    Amplitudes: Controlled amplitude processing

    Structure: Long-period statics, Velocity estimation, Timemigration, Time-depth conversion, Depth migration

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    Structural Modeling summary

    Structural modeling provides insight into the

    relationship between a complex geologic structure

    and its seismic response and is often useful in

    interpreting complex seismic data.

    Raytrace modeling is inexpensive and providesinsight into the seismic-geology relationship.

    In recent years, wave equation modeling has

    become much more affordable.

    Migration is the inverse to structural seismic

    modeling.

    Marmousi Model

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    Marmousi Model

    Velocity

    Density

    Versteeg

    TLE, 2004

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    Migration Summary - I

    Migration makes a seismic section look more like a geologic cross-

    section

    Flat horizon remains unchanged, if no velocity anomaly above it

    Dipping horizon becomes steeper, shallower, and moves laterally

    up dip

    Synclines become broader and bow ties are eliminated

    Anticlines become narrower

    Diffractions collapse to points

    Migration operationCorrect velocities are key to successful migration

    Noise spikes and edges cause migration smiles

    Adequate aperture needed to capture dipping eventsA properly migrated section has neither diffractions nor smiles

    Migration Summary II

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    Migration Summary - II

    Depth migration is necessary when velocity varies rapidly(laterally) but is more expensive than time migration

    Accurate velocity-depth model is essential

    Kirchhoff migration used almost exclusively (adequateaperture is important)

    Prestack migration overcomes limitations of stack but is more

    expensive than poststack migration

    Depth point smear,, conflicting dips

    NMO combined with DMO, stack and poststack migration iseffective and less expensive than full prestack time migration

    3-D migration does not require all energy to come from directly

    below the seismic line

    eliminates sideswipe

    moves energy in both inline and crossline directionsPrestack 3-D Depth Migration combines all of the above (costly)

    Survey Surface Coverage

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    Survey Surface Coverage

    Shots occupy a distance = prospect length + ApertureLeft + ApertureRight + 1/2 spread

    Line length = positions occupied by either sources of receivers = prospect length +ApertureLeft + ApertureRight + 1 1/2 spread

    ProspectSeismic line

    Aperture Aperture

    Full-fold

    Shot point 1

    Shooting direction

    (off-end shooting) Full-fold buildup(1/2 spread)

    Full-fold buildup(1/2 spread)

    Last shot

    point

    streamer

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    Summary of Migration algorithms

    Correct velocities are key to successful migration

    Noise spikes and edges cause migration smiles

    Adequate aperture needed to capture dipping events

    A plethora of migration algorithms are available

    Historically, Kirchhoff migration has been most

    widely used

    Wave-equation methods have now become

    affordable

    C i h h h i (i li )

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    Cross-sections through the reservoir (inlines)

    Inline

    From well data, AVO analysis, & seismic inversion, obtainpetrophysical information to populate sublayers

    Pl i 3 D S

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    Planning 3-D Surveys

    Pre-design stage

    Determine objective

    Assemble required informationDesign Stage

    Determine resolution

    Determine aperture

    Determine sampling

    Estimate Effort level (fold)

    Post-design stage

    Feedback results of survey

    Iterate design process

    Interpreter

    Designer

    Interpreter

    Designer

    Processor

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    Survey Design: Summary

    Important objectives: small vertical and lateral resolution high signal-to-noise ratio

    small acquisition footprint

    low cost and fast acquisition time