TY - BOOK AU - Mohaghegh,Shahab D. TI - 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 SN - 978161399560 AV - TN870.53 .M64 2017 PY - 2017/// CY - Richardson, Texas PB - Society of Petroleum Engineers KW - Petroleum engineering KW - Neural networks (Computer science) KW - Data mining KW - fast N1 - 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 ER -