Model Reduction of Complex Dynamical Systems

Model Reduction of Complex Dynamical Systems
Author :
Publisher : Springer Nature
Total Pages : 415
Release :
ISBN-10 : 9783030729837
ISBN-13 : 3030729834
Rating : 4/5 (37 Downloads)

Book Synopsis Model Reduction of Complex Dynamical Systems by : Peter Benner

Download or read book Model Reduction of Complex Dynamical Systems written by Peter Benner and published by Springer Nature. This book was released on 2021-08-26 with total page 415 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.


Model Reduction of Complex Dynamical Systems Related Books

Model Reduction of Complex Dynamical Systems
Language: en
Pages: 415
Authors: Peter Benner
Categories: Mathematics
Type: BOOK - Published: 2021-08-26 - Publisher: Springer Nature

DOWNLOAD EBOOK

This contributed volume presents some of the latest research related to model order reduction of complex dynamical systems with a focus on time-dependent proble
Model Reduction and Approximation
Language: en
Pages: 421
Authors: Peter Benner
Categories: Science
Type: BOOK - Published: 2017-07-06 - Publisher: SIAM

DOWNLOAD EBOOK

Many physical, chemical, biomedical, and technical processes can be described by partial differential equations or dynamical systems. In spite of increasing com
Approximation of Large-Scale Dynamical Systems
Language: en
Pages: 489
Authors: Athanasios C. Antoulas
Categories: Mathematics
Type: BOOK - Published: 2009-06-25 - Publisher: SIAM

DOWNLOAD EBOOK

Mathematical models are used to simulate, and sometimes control, the behavior of physical and artificial processes such as the weather and very large-scale inte
Realization and Model Reduction of Dynamical Systems
Language: en
Pages: 462
Authors: Christopher Beattie
Categories: Science
Type: BOOK - Published: 2022-06-09 - Publisher: Springer Nature

DOWNLOAD EBOOK

This book celebrates Professor Thanos Antoulas's 70th birthday, marking his fundamental contributions to systems and control theory, especially model reduction
Interpolatory Methods for Model Reduction
Language: en
Pages: 245
Authors: A. C. Antoulas
Categories: Mathematics
Type: BOOK - Published: 2020-01-13 - Publisher: SIAM

DOWNLOAD EBOOK

Dynamical systems are a principal tool in the modeling, prediction, and control of a wide range of complex phenomena. As the need for improved accuracy leads to