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

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

    Posted By: hill0
    Date: 24 Jul 2025 07:10:34
    A Gentle Introduction to Data, Learning, and Model Order Reduction

    A Gentle Introduction to Data, Learning, and Model Order Reduction: Techniques and Twinning Methodologies
    English | 2025 | ISBN: 3031875710 | 243 Pages | PDF EPUB (True) | 19 MB

    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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