Soft Computing for Reservoir Characterization and Modeling

• Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
• Άλλοι συγγραφείς: Wong, Patrick (Επιμελητής έκδοσης, http://id.loc.gov/vocabulary/relators/edt), Aminzadeh, Fred (Επιμελητής έκδοσης, http://id.loc.gov/vocabulary/relators/edt), Nikravesh, Masoud (Επιμελητής έκδοσης, http://id.loc.gov/vocabulary/relators/edt)
• Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: Heidelberg : Physica-Verlag HD : Imprint: Physica, 2002.
• Έκδοση: 1st ed. 2002.
• Σειρά: Studies in Fuzziness and Soft Computing, 80
• Θέματα: Geology.; Geophysics.; Artificial intelligence.; Earth sciences.; Geophysics/Geodesy.; Artificial Intelligence.; Earth Sciences, general.

The volume is the first comprehensive book in the area of intelligent reservoir characterization written by leading experts in academia and industry. It contains state-of-the-art techniques to be applied in reservoir geophysics, well logging, reservoir geology, and reservoir engineering. It introduc...

Πίνακας περιεχομένων:

• Intelligent Reservoir Characterization
• 1. Seismic Characterization
• Prediction of Reservoir Properties by Monte Carlo Simulation and Artificial Neural Network in the Exploration Stage
• Application of Neural Networks in Determining Petrophysical Properties from Seismic Survey
• Mapping the Gas Column in an Aquifer Gas Storage with Neural Network Techniques
• Interval and Fuzzy Kriging Techniques Applied to Geological and Geophysical Variables
• Application of Self-Organizing Feature Maps to Reservoir Characterization
• 2. Well Logging
• Taking One Step Forward in Reservoir Characterization Using Artificial Neural Networks
• Inverting SP Logs Using Artificial Neural Networks and the Application in Reservoir Characterization
• Predicting Petrophysical Parameters in a Fuzzy Environment
• The Application of Fuzzy Logic and Genetic Algorithms to Reservoir Characterization and Modeling
• The Use of Soft Computing Techniques as Data Preprocessing and Postprocessing in Permeability Determination from Well Log Data
• A New Technique to Estimate the Hydrocarbon Saturation in Shaly Formations: A Field Example in the Bahariya Formation, Egypt
• 3. Numerical Geology
• Automated Reconstruction of a Basin Thermal History with Integrated Paleothermometry and Genetic Algorithm
• An Automatic Geophysical Inversion Procedure Using a Genetic Algorithm
• Statistical Pattern Recognition and Geostatistical Data Integration
• How to Improve Reservoir Characterization Models Using Intelligent Systems
• Regional Upscaling: A New Method to Upscale Heterogeneous Reservoirs for a Range of Force Regimes
• 4. Advanced Algorithms
• New Uncertainty Measures for Predicted Geological Properties from Seismic Attribute Calibration
• Rule Induction Algorithm for Application to Geological and Petrophysical Data
• Joint Lithologic Inversion
• Support Vector Machines for Classification and Mapping of Reservoir Data
• Non-parametric Covariance Modeling Using Fast Fourier Transform
• About the Editors.