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hinze michael; kutz j. nathan; mula olga; urban karsten; falcone maurizio (curatore); rozza gianluigi (curatore) - model order reduction and applications
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Model Order Reduction and Applications Cetraro, Italy 2021

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Dettagli

Genere:Libro
Lingua: Inglese
Editore:

Springer

Pubblicazione: 06/2023
Edizione: 1st ed. 2023





Trama

This book addresses the state of the art of reduced order methods for modelling and computational reduction of complex parametrised systems, governed by ordinary and/or partial differential equations, with a special emphasis on real time computing techniques and applications in various fields.

Consisting of  four contributions presented at the CIME summer school, the book presents several points of view and techniques to solve demanding problems of increasing complexity. The focus is on theoretical investigation and applicative algorithm development for reduction in the complexity – the dimension, the degrees of freedom, the data – arising in these models.

The book is addressed to graduate students, young researchers and people interested in the field. It is a good companion for graduate/doctoral classes.




Sommario

- 1. The Reduced Basis Method in Space and Time: Challenges, Limits and Perspectives. - 2. Inverse Problems: A Deterministic Approach Using Physics-Based Reduced Models. - 3. Model Order Reduction for Optimal Control Problems. - 4. Machine Learning Methods for Reduced Order Modeling.










Altre Informazioni

ISBN:

9783031295621

Condizione: Nuovo
Collana: Lecture Notes in Mathematics
Dimensioni: 235 x 155 mm
Formato: Brossura
Illustration Notes:XIV, 230 p. 57 illus., 47 illus. in color.
Pagine Arabe: 230
Pagine Romane: xiv


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