Seismic Reservoir Modeling. Dario Grana

      

      Table of Contents

      1  Cover

      2  Title Page

      3  Copyright Page

      4  Dedication Page

      5  Preface

      6  Acknowledgments

      7  1 Review of Probability and Statistics 1.1 Introduction to Probability and Statistics 1.2 Probability 1.3 Statistics 1.4 Probability Distributions 1.5 Functions of Random Variable 1.6 Inverse Theory 1.7 Bayesian Inversion

      8  2 Rock Physics Models 2.1 Rock Physics Relations 2.2 Effective Media 2.3 Critical Porosity Concept 2.4 Granular Media Models 2.5 Inclusion Models 2.6 Gassmann's Equations and Fluid Substitution 2.7 Other Rock Physics Relations 2.8 Application

      9  3 Geostatistics for Continuous Properties 3.1 Introduction to Spatial Correlation 3.2 Spatial Correlation Functions 3.3 Spatial Interpolation 3.4 Kriging 3.5 Sequential Simulations 3.6 Other Simulation Methods 3.7 Application

      10  4 Geostatistics for Discrete Properties 4.1 Indicator Kriging 4.2 Sequential Indicator Simulation 4.3 Truncated Gaussian Simulation 4.4 Markov Chain Models 4.5 Multiple‐Point Statistics 4.6 Application

      11  5 Seismic and Petrophysical Inversion 5.1 Seismic Modeling 5.2 Bayesian Inversion 5.3 Bayesian Linearized AVO Inversion 5.4 Bayesian Rock Physics Inversion 5.5 Uncertainty Propagation 5.6 Geostatistical Inversion 5.7 Other Stochastic Methods

      12  6 Seismic Facies Inversion 6.1 Bayesian Classification 6.2 Bayesian Markov Chain Gaussian Mixture Inversion 6.3 Multimodal Markov Chain Monte Carlo Inversion 6.4 Probability Perturbation Method 6.5 Other Stochastic Methods

      13  7 Integrated Methods 7.1 Sources of Uncertainty 7.2 Time‐Lapse Seismic Inversion 7.3 Electromagnetic Inversion 7.4 History Matching 7.5 Value of Information

      14  8 Case Studies 8.1 Hydrocarbon Reservoir Studies 8.2 CO₂ Sequestration Study

      15  Appendix: MATLAB Codes A.1 Rock Physics Modeling A.2 Geostatistical Modeling A.3 Inverse Modeling A.4 Facies Modeling

      16  References

      17  Index

      18  End User License Agreement

      List of Tables

      1 Chapter