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Model Reduction of Complex Dynamical Systems

Model Reduction of Complex Dynamical Systems

by Peter BennerTobias Breiten Heike Fassbender and others
Paperback
Publication Date: 27/08/2022

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This contributed volume presents some of the latest research related to model order reduction of complex dynamical systems with a focus on time-dependent problems. Chapters are written by leading researchers and users of model order reduction techniques and are based on presentations given at the 2019 edition of the workshop series Model Reduction of Complex Dynamical Systems - MODRED, held at the University of Graz in Austria. The topics considered can be divided into five categories:


system-theoretic methods, such as balanced truncation, Hankel norm approximation, and reduced-basis methods;
data-driven methods, including Loewner matrix and pencil-based approaches, dynamic mode decomposition, and kernel-based methods;
surrogate modeling for design and optimization, with special emphasis on control and data assimilation;
model reduction methods in applications, such as control and network systems, computational electromagnetics, structural mechanics, and fluid dynamics; and
model order reduction software packages and benchmarks.


This volume will be an ideal resource for graduate students and researchers in all areas of model reduction, as well as those working in applied mathematics and theoretical informatics.
ISBN:
9783030729851
9783030729851
Category:
Numerical analysis
Format:
Paperback
Publication Date:
27-08-2022
Publisher:
Springer Nature Switzerland AG
Country of origin:
Switzerland
Pages:
415
Dimensions (mm):
235x155mm
Weight:
0.66kg

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