MARC状态：审校 文献类型：西文图书 浏览次数：49
- 题名/责任者:
- Smart proxy modeling : artificial intelligence and machine learning in numerical simulation / Shahab D. Mohaghegh.
- 出版发行项:
- Boca Raton, FL : CRC Press, 2023.
- ISBN:
- 9781032151144
- ISBN:
- 9781032151151
- 载体形态项:
- xiii, 189 pages : illustrations ; 24 cm
- 个人责任者:
- Mohaghegh, Shahab D., author.
- 论题主题:
- Engineering models-Data processing.
- 论题主题:
- Engineering-Data processing.
- 论题主题:
- Computer simulation.
- 论题主题:
- Mathematical models.
- 论题主题:
- Artificial intelligence.
- 论题主题:
- Machine learining.
- 论题主题:
- Numerical analysis.
- 中图法分类号:
- TB24
- 书目附注:
- Includes bibliographical references and index.
- 摘要附注:
- "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"--
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