Description
Taylor and Francis Ltd Smart Proxy Modeling 1st Edition 2022 Hardbound by Mohaghegh, Shahab D.
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._x000D__x000D__x000D__x000D__x000D__x000D__x000D_Covers replication of highly accurate numerical simulations using Artificial Intelligence and Machine Learning_x000D__x000D__x000D__x000D_Details application in reservoir simulation and modeling and computational fluid dynamics_x000D__x000D__x000D__x000D_Includes real case studies based on commercially available simulators_x000D__x000D_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._x000D_ _x000D_
1. Artificial Intelligence and Machine Learning. 2. Numerical simulation and modeling. 3. Proxy modeling. 4. Smart Proxy Modeling for numerical reservoir simulation. 5. Smart Proxy Modeling for computational fluid dynamics (CFD)._x000D_