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

Name: A Gentle Introduction to Data, Learning, and Model Order Reduction
Brand: Springer, Berlin
SKU: 9783031875717
Price: 276.01 RON
Availability: InStock

Techniques and Twinning Methodologies

Autor: Francisco Chinesta, Elías Cueto, Victor Champaney, Chady Ghnatios, Amine Ammar, Nicolas Hascoët, David González, Icíar Alfaro, Daniele Di Lorenzo, Angelo Pasquale

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Legare: Copertă tare

Editura: Springer, Berlin

Disponibilitate: În depozitul extern

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276.01 lei

This open access book explores the latest advancements in simulation performance, driven by model or...

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

Techniques and Twinning Methodologies

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