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A Gentle Introduction to Data, Learning, and Model Order Reduction

Techniques and Twinning Methodologies

Language EnglishEnglish
Book Hardback
Book A Gentle Introduction to Data, Learning, and Model Order Reduction Francisco Chinesta
Libristo code: 48096960
Publishers Springer, Berlin, November 2024
This open access book explores the latest advancements in simulation performance, driven by model or... Full description
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54.42 €
106.43  лв
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This open access book explores the latest advancements in simulation performance, driven by model order reduction, informed and augmented machine learning technologies and their combination into the so-called hybrid digital twins. It provides a comprehensive review of three key frameworks shaping modern engineering simulations: physics-based models, data-driven approaches, and hybrid techniques that integrate both. The book examines the limitations of traditional models, the role of data acquisition in uncovering underlying patterns, and how physics-informed and augmented learning techniques contribute to the development of digital twins. Organized into four sections Around Data, Around Learning, Around Reduction, and Around Data Assimilation & Twinning this book offers an essential resource for researchers, engineers, and students seeking to understand and apply cutting-edge simulation methodologies

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About the book

Full name A Gentle Introduction to Data, Learning, and Model Order Reduction
Author Francisco Chinesta, Elías Cueto, Victor Champaney, Chady Ghnatios, Amine Ammar, Nicolas Hascoët, David González, Icíar Alfaro, Daniele Di Lorenzo, Angelo Pasquale
Language English
Binding Book - Hardback
Date of issue 2025
Number of pages 200
EAN 9783031875717
Libristo code 48096960
Publishers Springer, Berlin
Weight 578
Dimensions 155 x 235

Categories

Computing & Information Technology > Computer science > Artificial intelligence
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