Rozza G Reduction, Approximation, Machine Learning, Simulators (RAMSES) 2024

Rozza G Reduction, Approximation, Machine Learning, Simulators (RAMSES) 2024

General:

Name: Rozza G Reduction, Approximation, Machine Learning, Simulators (RAMSES) 2024
Format: pdf
Size: 15.56 MB

Book:

Title: Reduction, Approximation, Machine Learning, Surrogates, Emulators and Simulators
Author: Gianluigi Rozza · Giovanni Stabile · Max Gunzburger · Marta D’Elia
Language: polski
Year: 2024
Subjects: Science & Technology, Mathematics, Numerical Analysis & Solutions
Publisher: Springer-Verlag New York, LLC
ISBN: 9783031550607
Total pages: 265

Description:

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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