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Reservoir Simulations: Machine Learning and Modeling

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Reservoir Simulations: Machine Learning and Modeling

Reservoir Simulations: Machine Learning and Modeling
Tao Zhang
Gulf Professional Publishing
Reservoir Simulations: Machine Learning and Modeling
  • Release Date
    2022-09-15
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5.0 $

  • Category
    Petroleum Science
  • File Type
    Book
  • Language
    English
  • File Format
    PDF
  • Year
    2020
  • ISBN-10
    012820957
  • ISBN-13
    9780128209578
  • Pages
    340 pages
  • File Size
    19.367 MB
  • Release Date
    2022-09-15

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Book Summary

The “Reservoir Simulations: Machine Learning and Modeling” book  helps the engineer step into the current and most popular advances in reservoir simulation, learning from current experiments and speeding up potential collaboration opportunities in research and technology. This reference explains common terminology, concepts, and equations through multiple figures and rigorous derivations, better preparing the engineer for the next step forward in a modeling project and avoid repeating existing progress.

Well-designed exercises, case studies and numerical examples give the engineer a faster start on advancing their own cases. The book explains both computational methods and engineering cases, effectively bridging the gap between computational science and petroleum engineering opportunities.

This book of “Reservoir Simulations: Machine Learning and Modeling” delivers a critical reference for today’s petroleum and reservoir engineer to optimize more complex developments.Understand commonly used and recent progress on definitions, models, and solution methods used in reservoir simulation World leading modeling and algorithms to study flow and transport behaviors in reservoirs, as well as the application of machine learning Gain practical knowledge with hand-on training on modeling and simulation through well designed case studies and numerical examples.

Contents

  • Preface
  • 1. Introduction
  • 2. Review of classical reservoir simulation
  • 3. Recent progress in pore scale reservoir simulation
  • 4. Recent progress in Darcy’s scale reservoir simulation
  • 5. Recent progress in multiscale and mesoscopic reservoir simulation
  • 6. Recent progress in machine learning applications in reservoir simulation
  • 7. Recent progress in accelerating flash cal culation using deep learning algorithms

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