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 /
Mohaghegh, Shahab D.
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 / Shahab D. Mohaghegh. - Richardson, Texas : Society of Petroleum Engineers, 2017. - xiv, 165 pages : illustrations (mostly colored) ; 26 cm
Includes bibliographical references and index.
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.
978161399560
2018304231
Petroleum engineering.
Neural networks (Computer science)
Data mining.
Data mining.
Neural networks (Computer science)
Petroleum engineering.
TN870.53 / .M64 2017
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 / Shahab D. Mohaghegh. - Richardson, Texas : Society of Petroleum Engineers, 2017. - xiv, 165 pages : illustrations (mostly colored) ; 26 cm
Includes bibliographical references and index.
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.
978161399560
2018304231
Petroleum engineering.
Neural networks (Computer science)
Data mining.
Data mining.
Neural networks (Computer science)
Petroleum engineering.
TN870.53 / .M64 2017