TY  - BOOK
AU  - Mohaghegh,Shahab D.
TI  - Smart Proxy Modeling: artificial intelligence and machine learning in numerical simulation 
SN  - 9781032151144
AV  - TA342 .M697 2023
U1  - 620.001/1 23/eng/20220818
PY  - 2023///
CY  - Boca Raton, FL
PB  - CRC Press is an imprint of Taylor & Francis
KW  - Engineering models
KW  - Data processing
KW  - Engineering
KW  - Computer simulation
KW  - Mathematical models
KW  - Artificial intelligence
KW  - Machine learining
KW  - Numerical analysis
N1  - Includes bibliographical references and index
N2  - "Numerical simulation models are used in all engineering disciplines for modeling physical phenomena to learn how the phenomena work, and to identify problems and optimize behavior. Smart proxy models provide an opportunity to replicate numerical simulations with very high accuracy and can be run on a laptop within a few minutes, thereby simplifying the use of complex numerical simulations which can otherwise take tens of hours. This book focuses on smart proxy modeling and provides readers with all the essential details on how to develop smart proxy models using artificial intelligence and machine learning, as well as how it may be used in real-world cases. Covers replication of highly accurate numerical simulations using artificial intelligence and machine learning. Details application in reservoir simulation and modeling, and computational fluid dynamics. Includes real case studies based on commercially available simulators. Smart Proxy Modeling is ideal for petroleum, chemical, environmental, and mechanical engineers, as well as statisticians and others working with applications of data-driven analytics"--
ER  -