Kommande
Data & IT
Gentle Introduction to Data, Learning, and Model Order Reduction
Francisco Chinesta • Elías Cueto • Victor Champaney • Chady Ghnatios • Amine Ammar
Inbunden
1189:-
This open access book exploresthe 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
- Format: Inbunden
- ISBN: 9783031875717
- Språk: Engelska
- Antal sidor: 161
- Utgivningsdatum: 2025-07-16
- Förlag: Springer International Publishing AG