Data-driven reservoir modeling : top-down modeling (TDM) : a paradigm shift in reservoir modeling, the art and science of building reservoir models based on field measurements /

Bibliographic Details
Main Author: Mohaghegh, Shahab D.
Format: Book
Language:English
Published: Richardson, Texas : Society of Petroleum Engineers, 2017.
Subjects:
Table of Contents:
  • Introduction
  • Data-driven problem solving
  • Reservoir modeling
  • Data-driven technologies
  • Pitfalls of using machine learning in reservoir modeling
  • Fact-based reservoir management
  • Top-down modeling
  • The spatio-temporal database
  • History matching the top-down model
  • Post-modeling analysis of the top-down model
  • Examples and case studies
  • Limitations of data-driven reservoir modeling
  • The future of data-driven reservoir modeling.