SEISMIC DATA ANALYSIS OZ YILMAZ

INTRODUCTION

Processingof Seismic Data, 4

Inversion of Seismic Data, 10

Interpretation of Seismic Data, 18

From Seismic Exploration to Seismic Monitoring, 22

Chapter 1 FUNDAMENTALS OF SIGNAL PROCESSING

1.0 Introduction, 25

1.1 The 1-D Fourier Transform, 26

Analog versus Digital Signal, 28

Frequency Aliasing, 30

Phase Considerations, 34

Time-Domain Operations, 36

Convolution, 38

Crosscorrelation and Autocorrelation, 39

Vibroseis Correlation, 41

Frequency Filtering, 41

Practical Aspects of Frequency Filtering, 44

Bandwidth and Vertical Resolution, 46

Time-Variant Filtering, 48

1.2 The 2-D Fourier Transform, 48

Spatial Aliasing, 51

1.3 Worldwide Assortment of Shot Records, 67

Wave Types, 70

1.4 Gain Applications, 81

Geometric SpreadingCorrection, 81

Programmed Gain Control, 85

RMS Amplitude AGC, 85

Instantaneous AGC, 87

Relative Trace Balancing, 89

1.5 Basic Data Processing Sequence, 90

Preprocessing, 91

Deconvolution, 92

CMP Sorting, 93

Velocity Analysis, 93

Normal-Moveout Correction, 94

Multiple Attenuation, 94

Dip-Moveout Correction, 94

CMP Stacking, 95

Poststack Processing, 95

Migration, 95

Residual Statics Corrections, 122

Quality Control in Processing, 122

Parsimony in Processing, 124

Exercises, 150

Appendix A: A MathematicalReview of the Fourier Transform, 153

A.1 The 1-D Fourier Transform, 153

A.2 The z-Transform, 155

A.3 The 2-D Fourier Transform, 156

References, 156

Chapter 2 DECONVOLUTION

2.0 Introduction, 159

2.1 The Convolutional Model, 162

The Convolutional Model in the Time Domain, 167

The Convolutional Model in the Frequency Domain, 170

2.2 Inverse Filtering, 171

The Inverse of the Source Wavelet, 172

Least-Squares Inverse Filtering, 173

Minimum Phase, 175

2.3 Optimum Wiener Filters, 179

SpikingDeconvolution, 180

Prewhitening, 181

Wavelet Processingby ShapingFilters, 183

Predictive Deconvolution, 185

2.4 Predictive Deconvolution in Practice, 190

Operator Length, 190

Prediction Lag, 193

Percent Prewhitening, 203

Effect of Random Noise on Deconvolution, 207

Multiple Attenuation, 209

2.5 Field Data Examples, 211

Prestack Deconvolution, 213

Signature Deconvolution, 217

Vibroseis Deconvolution, 219

Poststack Deconvolution, 222

2.6 The Problem of Nonstationarity, 222

Time-Variant Deconvolution, 227

Time-Variant Spectral Whitening, 231

Frequency-Domain Deconvolution, 233

Inverse Q Filtering, 234

Deconvolution Strategies, 241

Exercises, 247

Appendix B: MathematicalFoundation of Deconvolution, 249

B.1 Synthetic Seismogram, 249

B.2 The Inverse of the Source Wavelet, 251

B.3 The Inverse Filter, 252

B.4 Frequency-Domain Deconvolution, 253

B.5 Optimum Wiener Filters, 255

B.6 SpikingDeconvolution, 258

B.7 Predictive Deconvolution, 260

B.8 Surface-Consistent Deconvolution, 262

B.9 Inverse Q Filtering, 266

References, 270

Chapter 3 VELOCITY ANALYSIS AND STATICS CORRECTIONS

3.0 Introduction, 271

3.1 NormalMoveout, 274

NMO for a Flat Reflector, 274

NMO in a Horizontally Stratified Earth, 280

Fourth-Order Moveout, 280

NMO Stretching, 283

NMO for a DippingReflector, 285

NMO for Several Layers with Arbitrary Dips, 287

Moveout Velocity versus StackingVelocity, 288

3.2 Velocity Analysis, 288

The Velocity Spectrum, 292

Measure of Coherency, 295

Factors AffectingVelocity Estimates, 302

Interactive Velocity Analysis, 311

Horizon Velocity Analysis, 312

Coherency Attribute Stacks, 318

3.3 ResidualStatics Corrections, 324

Residual Statics Estimation by Traveltime Decomposition, 336

Residual Statics Estimation by Stack-Power Maximization, 344

Traveltime Decomposition in Practice, 345

Maximum Allowable Shift, 346

Correlation Window, 361

Other Considerations, 362

Stack-Power Maximization in Practice, 365

3.4 Refraction Statics Corrections, 370

First Breaks, 374

Field Statics Corrections, 375

Flat Refractor, 375

DippingRefractor, 377

The Plus-Minus Method, 377

The Generalized Reciprocal Method, 379

The Least-Squares Method, 379

ProcessingSequence for Statics Corrections, 381

Model Experiments, 382

Field Data Examples, 395

Exercises, 432

Appendix C: Topics in Moveout and Statics Corrections, 437

C.1 The Shifted Hyperbola, 437

C.2 Moveout Stretch, 439

C.3 Equations for a DippingReflector, 441

C.4 Traveltime Decomposition for Residual Statics Estimation, 442

C.5 Depth Estimation from Refracted Arrivals, 444

C.6 Equations for a DippingRefractor, 445

C.7 The Plus-Minus Times, 447

C.8 Generalized Linear Inversion of Refracted Arrivals, 448

C.9 Refraction Traveltime Tomography, 453

C.10 L1-Norm Refraction Statics, 456

References, 460

Chapter 4 MIGRATION

4.0 Introduction, 463

ExplodingReflectors, 467

Migration Strategies, 470

Migration Algorithms, 471

Migration Parameters, 474

Aspects of Input data, 475

Migration Velocities, 475

4.1 Migration Principles, 476

Kirchhoff Migration, 481

Diffraction Summation, 484

Amplitude and Phase Factors, 485

Kirchhoff Summation, 485

Finite-Difference Migration, 486

Downward Continuation, 486

DifferencingSchemes, 488

Rational Approximations for Implicit Schemes, 489

Reverse Time Migration, 491

Frequency-Space Implicit Schemes, 492

Frequency-Space Explicit Schemes, 493

Frequency-Wavenumber Migration, 494

Phase-Shift Migration, 498

Stolt Migration, 500

Summary of Domains of Migration Algorithms, 501

4.2 Kirchhoff Migration in Practice, 502

Aperture Width, 502

Maximum Dip to Migrate, 509

Velocity Errors, 509

4.3 Finite-Difference Migration in Practice, 520

Depth Step Size, 521

Velocity Errors, 525

Cascaded Migration, 525

Reverse Time Migration, 530

4.4 Frequency-Space Migration in Practice, 530

Steep-Dip Implicit Methods, 535

Depth Step Size, 537

Velocity Errors, 544

Steep-Dip Explicit Methods, 549

Dip Limits of Extrapolation Filters, 549

Velocity Errors, 552

4.5 Frequency-Wavenumber Migration in Practice, 559

Maximum Dip to Migrate, 559

Depth Step Size, 566

Velocity Errors, 567

Stolt Stretch Factor, 572

Wraparound, 575

Residual Migration, 575

4.6 Further Aspects of Migration in Practice, 579

Migration and Spatial Aliasing, 581

Migration and Random Noise, 619

Migration and Line Length, 621

Migration from Topography, 626

Exercises, 626

Appendix D: MathematicalFoundation of Migration, 628

D.1 Wavefield Extrapolation and Migration, 628

D.2 Stationary Phase Approximations, 638

D.3 The Parabolic Approximation, 639

D.4 Frequency-Space Implicit Schemes, 641

D.5 Stable Explicit Extrapolation, 644

D.6 Optimum Depth Step, 646

D.7 Frequency-Wavenumber Migration, 649

D.8 Residual Migration, 651

References, 652

Chapter 5 DIP-MOVEOUT CORRECTION AND PRESTACK MIGRATION

5.0 Introduction, 655

Salt-Flank Reflections, 657

Fault-Plane Reflections, 657

DMO and StackingVelocities, 657

Turning-Wave Reflections, 665

5.1 Principles of Dip-Moveout Correction, 668

Prestack Partial Migration, 670

Frequency-Wavenumber DMO Correction, 672

Log-Stretch DMO Correction, 677

Integral DMO Correction, 679

Velocity Errors, 681

Variable Velocity, 684

Turning-Wave Migration, 685

5.2 Dip-Moveout Correction in Practice, 692

Salt Flanks, 692

Fault Planes, 693

DMO and Multiples, 705

DMO and Coherent Linear Noise, 716

Other Considerations, 716

Aspects of DMO Correction — A Summary, 722

5.3 Prestack Time Migration, 725

DMO Correction and Common-Offset Migration, 728

Salt Flanks, 729

Fault Planes, 742

Common-Reflection-Point versus Common-Reflection-Surface Stacking, 769

5.4 Migration Velocity Analysis, 775

Prestack Stolt Migration, 776

Common-Offset Migration of DMO-Corrected Data, 777

Prestack Kirchhoff Migration, 788

Velocity Analysis UsingCommon-Reflection-Point Gathers, 788

FocusingAnalysis, 798

Fowler’s Velocity-Independent Prestack Migration, 803

Exercises, 815

Appendix E: Topics in Dip-Moveout Correction and Prestack Time Migration, 817

E.1 Reflection Point Dispersal, 817

E.2 Equations for DMO Correction, 820

E.3 Log-Stretch DMO Correction, 823

E.4 The DMO Ellipse, 826

E.5 Nonzero-Offset Traveltime Equation, 827

E.6 Prestack Frequency-Wavenumber Migration, 831

E.7 Velocity Analysis by Wavefield Extrapolation, 833

References, 834

Chapter 6 NOISE AND MULTIPLE ATTENUATION

6.0 Introduction, 837

Coherent Linear Noise, 838

Treatment of Coherent Linear Noise by Conventional Processing, 840

Reverberations and Multiples, 843

Treatment of Reverberations and Multiples by Conventional Processing, 857

Spatially Random Noise, 876

6.1 Multiple Attenuation in the CMP Domain, 877

Periodicity of Multiples, 877

Velocity Discrimination Between Primaries and Multiples, 887

Karhunen-Loeve Transform, 887

Modelingof Multiples, 896

6.2 Frequency-Wavenumber Filtering, 898

Random Noise and Frequency-Wavenumber Filtering, 904

Statics Corrections and Frequency-Wavenumber Filtering, 905

Dip Filteringof Coherent Linear Noise, 905

Frequency-Wavenumber Multiple Attenuation, 907

6.3 The Slant-Stack Transform, 920

Physical Aspects of Slant Stacking, 920

Slant-Stack Transformation, 923

Practical Aspects of Slant Stacking, 924

Slant-Stack Parameters, 928

Time-Variant Dip Filtering, 931

Slant-Stack Multiple Attenuation, 932

6.4 The Radon Transform, 938

Velocity-Stack Transformation, 942

The Discrete Radon Transform, 943

The Parabolic Radon Transform, 944

Practical Considerations, 945

Impulse Response of the Velocity-Stack Operator, 948

Field Data Examples, 948

Radon-Transform Multiple Attenuation, 953

6.5 Linear Uncorrelated Noise Attenuation, 960

Design of Spatial Prediction Filters, 966

Field Data Examples, 966

Exercises, 976

Appendix F: Multichannel Filtering Techniques for Noise and Multiple Attenuation, 977

F.1 Analysis of Guided Waves, 977

F.2 Wavefield Extrapolation in the τ − p Domain, 980

F.3 Mathematical Foundation of the Discrete Radon Transform, 982

F.4 Free-Surface Multiple Attenuation, 989

F.5 Water-Bottom Multiple Attenuation, 992

F.6 Spatial Prediction Filter, 995

References, 998

Chapter 7 3-D SEISMIC EXPLORATION

7.0 Introduction, 1001

The Need for Imaging in Three Dimensions, 1003

7.1 3-D Survey Design and Acquisition, 1010

Migration Aperture, 1010

Spatial Sampling, 1017

Other Considerations, 1018

Marine Acquisition Geometry, 1018

Cable Feathering, 1019

3-D Binning, 1019

Crossline Smearing, 1020

Strike versus Dip Shooting, 1027

Land Acquisition Geometry, 1028

7.2 Processing of 3-D Seismic Data, 1030

3-D Refraction Statics Corrections, 1036

Azimuth Dependence of Moveout Velocities, 1036

3-D Dip-Moveout Correction, 1046

Inversion to Zero Offset, 1048

Aspects of 3-D DMO Correction — A Summary, 1050

Velocity Analysis, 1050

3-D Residual Statics Corrections, 1050

3-D Migration, 1051

Trace Interpolation, 1065

7.3 3-D Poststack Migration, 1073

Separation versus Splitting, 1073

Impulse Response of the One-Pass Implicit Finite-Difference 3-D Migration, 1074

Two-Pass versus One-Pass Implicit Finite-Difference 3-D Migration in Practice, 1076

Explicit Schemes Combined with the McClellan Transform, 1082

The Phase-Shift-Plus-Correction Method, 1088

7.4 3-D Prestack Time Migration, 1099

3-D DMO Correction Combined with 3-D Common-Offset Migration, 1112

Crossline Migration, 1129

3-D Migration Velocity Analysis, 1131

Aspects of 3-D Prestack Time Migration — A Summary, 1137

7.5 Interpretation of 3-D Seismic Data, 1156

Time Slices, 1156

3-D Visualization, 1156

Removal of Opacity, 1158

Seed Detection, 1159

Structural Interpretation, 1161

Stratigraphic Interpretation, 1171

Exercises, 1195

Appendix G: MathematicalFoundation of 3-D Migration, 1198

G.1 Implicit Methods, 1198

G.2 Explicit Methods, 1200

G.3 3-D Phase-Shift Migration, 1203

G.4 3-D Stolt Migration, 1204

G.5 Trace Interpolation, 1204

G.6 3-D Nonzero-Offset Traveltime Equation, 1208

References, 1209

Chapter 8 EARTH IMAGING IN DEPTH

8.0 Introduction, 1213

Lateral Velocity Variations, 1222

8.1 Layer Replacement, 1226

Wave-Equation Datuming, 1229

Poststack Layer Replacement, 1230

Prestack Layer Replacement, 1231

Field Data Example, 1237

8.2 2-D Poststack Depth Migration, 1238

Image Rays and Lateral Velocity Variations, 1238

Time versus Depth Migration, 1244

Iterative Depth Migration, 1247

Iteration with Zero-Offset Data, 1250

Iteration with CMP-Stacked Data, 1258

Iteration with Prestack Data, 1265

Iteration in Practice, 1265

8.3 2-D Prestack Depth Migration, 1273

Shot-Geophone Migration, 1274

Shot-Profile Migration, 1280

Sensitivity of Image Accuracy to Velocity Errors, 1280

Field Data Examples, 1295

8.4 3-D Poststack Depth Migration, 1304

3-D Poststack Time versus Depth Migration, 1304

Two-Pass versus One-Pass 3-D Poststack Depth Migration, 1313

Implicit versus Explicit 3-D Poststack Depth Migration, 1314

3-D Poststack Datuming, 1321

8.5 3-D Prestack Depth Migration, 1321

Kirchhoff Summation, 1324

Calculation of Traveltimes, 1324

The Eikonal Equation, 1325

Fermat’s Principle, 1331

Summation Strategies, 1331

Migration Aperture, 1333

Operator Antialiasing, 1333

3-D Common-Offset Depth Migration, 1335

Exercises, 1342

Appendix H: Diffraction and Ray Theory for Wave Propagation, 1342

H.1 The Kirchhoff Integral, 1342

H.2 The Eikonal Equation, 1346

H.3 Finite-Difference Solution to the Eikonal Equation, 1349

References, 1351

Chapter 9 EARTH MODELING IN DEPTH

9.0 Introduction, 1353

Inversion Methods for Data Modeling, 1355

Inversion Procedures for Earth Modeling, 1356

Velocity-Depth Ambiguity, 1357

Model Representation and Visualization, 1360

9.1 Models with Horizontal Layers, 1365

Dix Conversion, 1365

Coherency Inversion, 1369

Near-Surface Layer with Laterally VaryingVelocities, 1382

9.2 Modelwith Low-Relief Structure, 1387

StackingVelocity Inversion, 1392

Coherency Inversion, 1404

Velocity Resolution, 1404

9.3 Modelwith Complex Overburden Structure, 1404

Image-Gathers, 1406

Constant Half-Space Velocity Analysis, 1415

9.4 ModelBuilding, 1415

Time-to-Depth Conversion, 1416

Time Structure Maps, 1416

Interval Velocity Maps, 1417

Depth Structure Maps, 1425

Calibration to Well Tops, 1426

Layer-by-Layer Inversion, 1433

Structure-Independent Inversion, 1450

9.5 ModelUpdating, 1450

Residual Moveout Analysis, 1462

Reflection Traveltime Tomography, 1469

Limitations in Resolving Velocity-Depth Ambiguity by Tomography, 1479

Turning-Ray Tomography, 1512

Exercises, 1524

Appendix J: Data Modeling by Inversion, 1525

J.1 The Generalized Linear Inversion, 1525

J.2 The GLI Formalism of Deconvolution, 1526

J.3 Applications of the GLI Technique, 1530

J.4 Dix Conversion, 1534

J.5 Map Processing, 1539

J.6 Reflection Traveltime Tomography, 1545

J.7 Threshold for Velocity-Depth Ambiguity, 1553

References, 1554

Chapter 10 STRUCTURAL INVERSION

10.0 Introduction, 1557

10.1 Subsalt Imaging in the North Sea, 1558

Estimation of the Overburden Model, 1562

Estimation of the Substratum Model, 1562

Model Verification, 1563

10.2 Subsalt Imaging in the Gulf of Mexico, 1574

Layered Earth Model Estimation, 1574

Sructure-Independent Model Estimation, 1577

10.3 Imaging Beneath Irregular Water Bottom in the Northwest Shelf of Australia, 1597

Earth Modelingand Imagingin Depth, 1597

10.4 Imaging Beneath Volcanics in the West of Shetlands of the Atlantic Margin, 1597

Earth Modelingand Imagingin Depth, 1607

10.5 Imaging Beneath Shallow Gas Anomalies in the Gulf of Thailand, 1620

Earth Modelingand Imagingin Depth, 1620

10.6 3-D StructuralInversion Applied to Seismic Data from the Southern North Sea, 1626

Estimation of the Overburden Model, 1626

Model Representation by Tessellation, 1630

3-D Coherency Inversion, 1630

3-D Poststack Depth Migration, 1637

Estimation of the Substratum Model, 1638

10.7 3-D StructuralInversion Applied to Seismic Data from the CentralNorth Sea, 1651

3-D Coherency Inversion Combined with 3-D Poststack Depth Migration, 1665

3-D StackingVelocity Inversion Combined with 3-D Image-Ray Depth Conversion, 1674

10.8 3-D StructuralInversion Applied to Seismic Data from Offshore Indonesia, 1674

Model Building, 1678

Model Updating, 1678

Imaging in Depth, 1690

Volume-Based Interpretation, 1690

10.9 3-D StructuralInversion Applied to Seismic Data from the Northeast China, 1703

3-D DMO Processing, 1720

3-D Prestack Time Migration, 1720

From RMS to Interval Velocities, 1742

Structural Inversion, 1742

Structural and Stratigraphic Interpretation, 1744

Exercises, 1778

Appendix K: Seismic Modeling, 1779

K.1 Zero-Offset Traveltime Modeling, 1779

K.2 Zero-Offset Wavefield Modeling, 1781

K.3 Nonzero-Offset Wavefield Modeling, 1781

K.4 Elastic Wavefield Modeling, 1790

References, 1792

Chapter 11 RESERVOIR GEOPHYSICS

11.0 Introduction, 1793

Elastic Waves and Rock Properties, 1794

11.1 Seismic Resolution, 1801

Vertical Resolution, 1801

Lateral Resolution, 1803

Reflection and Refraction, 1808

Reflector Curvature, 1813

AVO Equations, 1816

ProcessingSequence for AVO Analysis, 1839

Derivation of AVO Attributes by Prestack Amplitude Inversion, 1851

Interpretation of AVO Attributes, 1862

3-D AVO Analysis, 1863

11.2 Analysis of Amplitude Variation with Offset, 1807

11.3 Acoustic Impedance Estimation, 1863

Synthetic Sonic Logs, 1864

ProcessingSequence for Acoustic Impedance Estimation, 1865

Derivation of Acoustic Impedance Attribute, 1866

3-D Acoustic Impedance Estimation, 1872

Instantaneous Attributes, 1896

11.4 VerticalSeismic Profiling, 1907

VSP Acquisition Geometry, 1907

Processingof VSP Data, 1907

VSP-CDP Transform, 1908

11.5 4-D Seismic Method, 1911

Processingof 4-D Seismic Data, 1912

Seismic Reservoir Monitoring, 1913

11.6 4-C Seismic Method, 1915

Recordingof 4-C Seismic Data, 1919

Gaiser’s CouplingAnalysis of Geophone Data, 1922

Processingof PP Data, 1926

Rotation of Horizontal Geophone Components, 1926

Common-Conversion-Point Binning, 1933

Velocity Analysis of PS Data, 1946

Dip-Moveout Correction of PS Data, 1959

Migration of PS Data, 1961

11.7 Seismic Anisotropy, 1961

Anisotropic Velocity Analysis, 1965

Anisotropic Dip-Moveout Correction, 1968

Anisotropic Migration, 1980

Effect of Anisotropy on AVO, 1998

Shear-Wave Splittingin Anisotropic Media, 1999

Appendix L: MathematicalFoundation of Elastic Wave Propagation, 2001

L.1 Stress-Strain Relation, 2001

L.2 Elastic Wave Equation, 2007

L.3 Seismic Wave Types — Body Waves and Surface Waves, 2008

L.4 Wave Propagation Phenomena — Diffraction, Reflection, and Refraction, 2012

L.5 The Zoeppritz Equations, 2014

L.6 Prestack Amplitude Inversion, 2019

References, 2024