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: 54134 HUF
Availability: InStock

Szerző: Hassan Gomaa

Nyelv:

Kötés: Kemény kötésű

Kiadó: Springer, Berlin

Elérhetőség: 50 % esély

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54 134 Ft

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

Információk a könyvről

Szerző

Hassan Gomaa

Nyelv

Angol

Kötés

Könyv - Kemény kötésű

Kiadva

2026

oldal

404

EAN

9783658506780

Enbook ID

50124149

Kiadó

Springer, Berlin

Méretek

155 x 235

Teljes leírás

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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Teljes leírás

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