{"product_id":"chinesta-francisco-a-gentle-introduction-to-data-learning-and-model-order-reduction-9783031875717","title":"A Gentle Introduction to Data, Learning, and Model Order Reduction","description":"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 \u0026amp; Twinning—this book offers an essential resource for researchers, engineers, and students seeking to understand and apply cutting-edge simulation methodologies","brand":"Springer Nature Switzerland","offers":[{"title":"Default Title","offer_id":53728361218390,"sku":null,"price":0.0,"currency_code":"EUR","in_stock":false}],"url":"https:\/\/www.momoxbooks.com\/products\/chinesta-francisco-a-gentle-introduction-to-data-learning-and-model-order-reduction-9783031875717","provider":"momoxbooks","version":"1.0","type":"link"}