Modeling with Knowledge and Data Concepts and Applications for Engineers

Name: Modeling with Knowledge and Data Concepts and Applications for Engineers
Brand: Springer, Berlin
SKU: 9783658506780
Price: 3719 CZK
Availability: InStock

Autor: Hassan Gomaa

Jazyk:

Vazba: Pevná

Vydavatel: Springer, Berlin

Dostupnost: 50 % šance

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This book explores how physical laws and data can be combined to model complex systems in fluid mech...

Informace o knize

Autor

Hassan Gomaa

Jazyk

Angličtina

Vazba

Kniha - Pevná

Vydáno

2026

Stránek

404

EAN

9783658506780

Enbook ID

50124149

Vydavatel

Springer, Berlin

Rozměry

155 x 235

Kompletní popis

This book explores how physical laws and data can be combined to model complex systems in fluid mechanics, heat transfer, multiphase flows and turbomachinery. First principles provide a strong foundation, yet they are often not sufficient on their own when dealing with real systems. The text builds from physics toward data driven approaches and presents the full spectrum of hybrid modeling. It moves from white box models rooted in conservation laws to grey box and black box models shaped by empirical data and machine learning. The fundamentals of physical modeling are introduced through dimensional analysis, governing equations and simplified flow regimes. From a data centered perspective the book presents methods for uncertainty quantification, statistical inference and machine learning aimed at model calibration and prediction. Examples range from canonical flows studied in controlled settings to complex industrial systems operating under real conditions. These cases illustrate how hybrid models can combine interpretability with predictive strength. The discussion highlights the importance of a clear modeling purpose, an appropriate model structure and the role of context in giving meaning to data. Context is described in physical, operational and diagnostic terms and is presented as a key ingredient for constructing useful models.

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Modeling with Knowledge and Data Concepts and Applications for Engineers

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