机读格式显示(MARC)
- 000 02464cam a2200409 i 4500
- 008 220701s2023 flua b 001 0 eng
- 020 __ |a 9781032151144 |q (hardback)
- 020 __ |a 9781032151151 |q (paperback)
- 020 __ |z 9781003242581 |q (ebook)
- 040 __ |a DLC |b eng |e rda |c DLC
- 050 00 |a TA342 |b .M643 2023
- 082 00 |a 620.001/1 |2 23/eng/20220818
- 099 __ |a CAL 022023046768
- 100 1_ |a Mohaghegh, Shahab D., |e author.
- 245 10 |a Smart proxy modeling : |b artificial intelligence and machine learning in numerical simulation / |c Shahab D. Mohaghegh.
- 260 __ |a Boca Raton, FL : |b CRC Press, |c 2023.
- 300 __ |a xiii, 189 pages : |b illustrations ; |c 24 cm
- 336 __ |a text |b txt |2 rdacontent
- 337 __ |a unmediated |b n |2 rdamedia
- 338 __ |a volume |b nc |2 rdacarrier
- 504 __ |a Includes bibliographical references and index.
- 520 __ |a "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"-- |c Provided by publisher.
- 650 _0 |a Engineering models |x Data processing.
- 650 _0 |a Engineering |x Data processing.
- 650 _0 |a Computer simulation.
- 650 _0 |a Mathematical models.
- 650 _0 |a Artificial intelligence.
- 650 _0 |a Machine learining.
- 650 _0 |a Numerical analysis.