SMART PROXY MODELING : artificial intelligence and machine learning in numerical simulation

Von:

Mohaghegh, Shahab D [VerfasserIn]

Resource type: Ressourcentyp: Buch (Online)Buch (Online)Sprache: Englisch Verlag: [S.l.] : CRC PRESS, 2023Beschreibung: 1 Online-Ressource (1 online resource)ISBN:

9781000755190
1000755193
9781003242581
1003242588
9781000754926
1000754928

Schlagwörter:

Andere physische Formen: 1032151145 | 9781032151144 | 1032151145 | 9781032151144 | Erscheint auch als: 1032151145 Druck-AusgabeLOC-Klassifikation:

TA342

Online-Ressourcen:

Zugang im Netz des KIT

Zusammenfassung: 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 analyticsPPN: PPN: 1882640772Package identifier: Produktsigel: ZDB-4-NLEBK | BSZ-4-NLEBK-KAUB

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