Volume 1 System- and Data-Driven Methods and Algorithms

book: Volume 1 System- and Data-Driven Methods and Algorithms

Open Access Published by De Gruyter 2021

Volume 1 System- and Data-Driven Methods and Algorithms

Part of the multi-volume work Model Order Reduction

https://doi.org/10.1515/9783110498967

Overview
Contents

About this book

An increasing complexity of models used to predict real-world systems leads to the need for algorithms to replace complex models with far simpler ones, while preserving the accuracy of the predictions. This two-volume handbook covers methods as well as applications. This first volume focuses on real-time control theory, data assimilation, real-time visualization, high-dimensional state spaces and interaction of different reduction techniques.

Author / Editor information

Benner, MPI, GE; Grivet-T., POLITO, Quarteroni, Politec., Rozza, SISSA, IT; Schilders, TU Eind., NE; Silveira, INESC-ID, PT

Topics

Frontmatter Open Access Download PDF	I
Preface to the first volume of Model Order Reduction Peter Benner, Stefano Grivet-Talocia, Alfio Quarteroni, Gianluigi Rozza, Wil Schilders and Luìs Miguel Silveira Magdeburg Open Access Download PDF	V
Contents Open Access Download PDF	IX
1 Model order reduction: basic concepts and notation Peter Benner, Stefano Grivet-Talocia, Alfio Quarteroni, Gianluigi Rozza, Wil Schilders and Luís Miguel Silveira Open Access Download PDF	1
2 Balancing-related model reduction methods Open Access Download PDF	15
3 Model order reduction based on moment-matching Peter Benner and Lihong Feng Open Access Download PDF	57
4 Modal methods for reduced order modeling Paolo Tiso and Morteza Karamooz Mahdiabadi Open Access Download PDF	97
5 Post-processing methods for passivity enforcement Stefano Grivet-Talocia and Luis Miguel Silveira Open Access Download PDF	139
6 The Loewner framework for system identification and reduction Dimitrios S. Karachalios, Ion Victor Gosea and Athanasios C. Antoulas Open Access Download PDF	181
7 Manifold interpolation Ralf Zimmermann Open Access Download PDF	229
8 Vector fitting Piero Triverio Open Access Download PDF	275
9 Kernel methods for surrogate modeling Gabriele Santin and Bernard Haasdonk Open Access Download PDF	311
10 Kriging: methods and applications Jack P. C. Kleijnen Open Access Download PDF	355
Index Open Access Download PDF	371

(Deutsch)

Language: English
Publisher: De Gruyter
Audience: Researchers and engineers in engineering, applied mathematics, physics, and computer science.
Pages
- Front matter: 10
- Main content: 378
Illustrations
- Illustrations: 9
- Coloured Illustrations: 66
- Tables: 15
Keywords: Ordnungsreduktion; Mathematisches Modell; Computational physics; Computersimulation

eBook

Published: November 8, 2021
ISBN: 9783110498967

Hardcover

Published: November 8, 2021
ISBN: 9783110500431