Advances and Applications of Machine Learning in Fluid Flow Problems

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Advances and Applications of Machine Learning in Fluid Flow Problems

Applied mathematics Physics: Fluid mechanics Mechanical engineering Engineering: Mechanics of fluids

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Collection: Advances in Digital Technologies for Smart Applications

Language: English

Published by: CRC Press

Published on: 31st March 2026

Format: LCP-protected ePub

ISBN: 9781040637012


Advances and Applications of Machine Learning in Fluid Flow Problems

The rapid growth of machine learning in recent years has made it a popular tool for data analysis, modeling, and predictions. As more data is generated from fluid flow simulations and experiments, the use of machine learning algorithms has become essential in making sense of it all.

It examines the application of machine learning techniques in various fluid flow problems, including but not limited to turbulent flow, multiphase flow, complex geometries, flow control, turbulence modeling, particle-fluid interactions, numerical simulations, data-driven modeling, flow in porous media, oil/gas reservoir simulation, permeability prediction, and more.

It serves as a useful tool for a wide range of readers in the professional, industrial, and academic sectors. Covers both the theories and practical applications of machine learning in fluid flow problems, making the book a unique and valuable resource for professionals and researchers in the field. Provides a comprehensive examination of the application of machine learning for all aspects of fluid flow problems.

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