Reduction, Approximation, Machine Learning, Surrogates, Emulators and Simulators : RAMSES

2024 ed.

Book Details

Format Hardback or Cased Book

Book Series Lecture Notes in Computational Science and Engineering

ISBN-10 3031550595

ISBN-13 9783031550591

Edition 2024 ed.

Publisher Springer International Publishing AG

Imprint Springer International Publishing AG

Country of Manufacture GB

Country of Publication GB

Publication Date Jun 25th, 2024

Print length 259 Pages

Product Classification: Numerical analysis Machine learning

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This volume is focused on the review of recent algorithmic and mathematical advances and the development of new research directions for Mathematical Model Approximations via RAMSES (Reduced order models, Approximation theory, Machine learning, Surrogates, Emulators, Simulators) in the setting of parametrized partial differential equations also with sparse and noisy data in high-dimensional parameter spaces. The book is a valuable resource for researchers, as well as masters and Ph.D students.

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