{"product_id":"9783031875717","title":"Studies in Big Data: Techniques and Twinning Methodologies","description":"\u003ch1\u003eStudies in Big Data: Techniques and Twinning Methodologies\u003c\/h1\u003e \u003ch2\u003eChinesta, Francisco; Cueto, Elías; Champaney, Victor; Ghnatios, Chady; Ammar, Amine; Hascoët, Nicolas; González, David; Alfaro, Icíar; Di Lorenzo, Daniele; Pasquale, Angelo; Baillargeat, Dominique\u003c\/h2\u003e \u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cspan lang=\"en-US\" data-olk-copy-source=\"MessageBody\"\u003eThis open access book explores \u003c\/span\u003e\u003cspan lang=\"en-US\"\u003ethe 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—\u003cem\u003eAround Data, Around Learning, Around Reduction, and Around Data Assimilation \u0026amp; Twinning\u003c\/em\u003e—this book offers an essential resource for researchers, engineers, and students seeking to understand and apply cutting-edge simulation methodologies\u003c\/span\u003e\u003c\/p\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 2025-07-23\u003c\/p\u003e \u003cp\u003eFormat: Hardcover\u003c\/p\u003e \u003cp\u003eISBN-13: 9783031875717\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-3-031-87572-4\u003c\/p\u003e \u003cp\u003eDimensions: 235cm x155cm\u003c\/p\u003e \u003cp\u003ePages: 227\u003c\/p\u003e ","brand":"Springer Nature Switzerland","offers":[{"title":"Default Title","offer_id":44309427716236,"sku":"9783031875717","price":53.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9783031875717.jpg?v=1776882600","url":"https:\/\/fh90cf-fv.myshopify.com\/products\/9783031875717","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}