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Introduction to geological uncertainty management in reservoir characterization and optimization : robust optimization and history matching / Reza Yousefzadeh, Alireza Kazemi, Mohammad Ahmadi, Jebraeel Gholinezhad.
Yousefzadeh, Reza, author.; Kazemi, Alireza, author.; Ahmadi, Mohammad, author.; Gholinezhad, Jebraeel, author.
2023
TN870.5 .Y68 2023
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Title
Introduction to geological uncertainty management in reservoir characterization and optimization : robust optimization and history matching / Reza Yousefzadeh, Alireza Kazemi, Mohammad Ahmadi, Jebraeel Gholinezhad.
Author
Yousefzadeh, Reza, author.
ISBN
9783031280795 (electronic bk.)
3031280792 (electronic bk.)
9783031280788
3031280784
DOI
https://doi.org/10.1007/978-3-031-28079-5
Published
Cham : Springer, [2023]
Language
English
Description
1 online resource (70 pages) : illustrations (black and white, and color).
Item Number
10.1007/978-3-031-28079-5 doi
Call Number
TN870.5 .Y68 2023
Dewey Decimal Classification
622/.338
Summary
This book explores methods for managing uncertainty in reservoir characterization and optimization. It covers the fundamentals, challenges, and solutions to tackle the challenges made by geological uncertainty. The first chapter discusses types and sources of uncertainty and the challenges in different phases of reservoir management, along with general methods to manage it. The second chapter focuses on geological uncertainty, explaining its impact on field development and methods to handle it using prior information, seismic and petrophysical data, and geological parametrization. The third chapter deals with reducing geological uncertainty through history matching and the various methods used, including closed-loop management, ensemble assimilation, and stochastic optimization. The fourth chapter presents dimensionality reduction methods to tackle high-dimensional geological realizations. The fifth chapter covers field development optimization using robust optimization, including solutions for its challenges such as high computational cost and risk attitudes. The final chapter introduces different types of proxy models in history matching and robust optimization, discussing their pros and cons, and applications. The book will be of interest to researchers and professors, geologists and professionals in oil and gas production and exploration.
Bibliography, etc. Note
Includes bibliographical references.
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Access limited to authorized users.
Source of Description
Description based on print version record.
Added Author
Kazemi, Alireza, author.
Ahmadi, Mohammad, author.
Gholinezhad, Jebraeel, author.
Series
SpringerBriefs in petroleum geoscience & engineering.
Available in Other Form
Introduction to geological uncertainty management in reservoir characterization and optimization.
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Chapter 1. Introduction to Uncertainty in Reservoir Engineering
Chapter 2. Geological Uncertainty Quantification
Chapter 3. Reducing the Geological Uncertainty by History Matching
Chapter 4. Dimensionality Reduction Methods used in History Matching
Chapter 5. Field Development Optimization under Geological Uncertainty
Chapter 6. History Matching and Robust Optimization Using Proxies.

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