ISBN: 3790814210
TITLE: Soft Computing for Reservoir Characterization and Modeling
AUTHOR: Wong
TOC:

Foreword VII
B. Braunschweig
Preface XI
P.M. Wong, F. Aminzadeh and M. Nikravesh
Intelligent Reservoir Characterization 3
P.M. Wong, F. Aminzadeh and M. Nikravesh
Part 1. Seismic Characterization
Prediction of Reservoir Properties by Monte Carlo Simulation and Artificial Neural Network in the Exploration Stage 15
K. Nakayama and J. Hou
Application of Neural Networks in Determining Petrophysical Properties from Seismic Survey 35
B. Widarsono, S. Munadi and F. Saptono
Mapping the Gas Column in an Aquifer Gas Storage with Neural Network Techniques 57
H. Trappe, C. Hellmich, J. Knudsen and H. Baartman
Interval and Fuzzy Kriging Techniques Applied to Geological and Geophysical Variables 73
A. Consonni, R. Iantosca and P. Ruffo
Application of Self-Organizing Feature Maps to Reservoir Characterization 105
C.A. Link and J. Conaway
Part 2. Well Logging
Taking One Step Forward in Reservoir Characterization Using Artificial Neural Networks
S. Mohaghegh
Inverting SP Logs Using Artificial Neural Networks and the Application in Reservoir Characterization 161
R. Ramberger and J. Skolnakorn
Predicting Petrophysical Parameters in a Fuzzy Environment 183
.I Finol and X.D. Jing
The Application of Fuzzy Logic and Genetic Algorithms to Reservoir Characterization and Modeling 219
S.J. Cuddy and P. W. J. Glover
The Use of Soft Computing Techniques as Data Preprocessing and Postprocessing in Permeability Determination from Well Log Data 243
K. W. Wong, T D. Gedeon and C. C. Fung
A New Technique to Estimate the Hydrocarbon Saturation in Shaly Formations: A Field Example in the Bahariya Formation, Egypt 273
A.M. Dawood, A.A. Ibrahim and S. A. El-Tayeb
Part 3. Numerical Geology
Automated Reconstruction of a Basin Thermal History with Integrated Paleothermometry and Genetic Algorithm 313
C.-S. Kim
An Automatic Geophysical Inversion Procedure Using a Genetic Algorithm 331
F. Mansannt and M. Schoenauer
Statistical Pattern Recognition and Geostatistical Data Integration 355
J. Caers and S. Srinivasan
How to Improve Reservoir Characterization Models Using Intelligent Systems 387
R. Soto B., F. Torres, A. Arango, G. Cobaleda, S. Holditch and C. Wu
Regional Upscaling: A New Method to Upscale Heterogeneous Reservoirs for a Range of Force Regimes 419
C. Coll, A. Muggeridge and X.D. Jing
Part 4. Advanced Algorithms
New Uncertainty Measures for Predicted Geological Properties from Seismic Attribute Calibration 465
C.-S. Kim
Rule Induction Algorithm for Application to Geological and Petrophysical Data 481
C. V. Deutsch. YL. Xie and A.S. Cullick
Joint Lithologic Inversion 511
L.-Y. Fu
Support Vector Machines for Classification and Mapping of Reservoir Data 531
M. Kanevski, A. Pozdnukhov, S. Canu, M. Maignan, P.M. Wong and S.A.R. Shibli
Non-parametric Covariance Modeling Using Fast Fourier Transform 559
T.-T. Yao
About the Editors 587
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