Projection-free approximate balanced truncation of large unstable systems
File(s)PhysRevE.92.023012.pdf (1.57 MB)
Published version
Author(s)
Flinois, TLB
Morgans, AS
Schmid, PJ
Type
Journal Article
Abstract
In this article, we show that the projection-free, snapshot-based, balanced truncation method can be applied directly to unstable systems. We prove that even for unstable systems, the unmodified balanced proper orthogonal decomposition algorithm theoretically yields a converged transformation that balances the Gramians (including the unstable subspace). We then apply the method to a spatially developing unstable system and show that it results in reduced-order models of similar quality to the ones obtained with existing methods. Due to the unbounded growth of unstable modes, a practical restriction on the final impulse response simulation time appears, which can be adjusted depending on the desired order of the reduced-order model. Recommendations are given to further reduce the cost of the method if the system is large and to improve the performance of the method if it does not yield acceptable results in its unmodified form. Finally, the method is applied to the linearized flow around a cylinder at Re = 100 to show that it actually is able to accurately reproduce impulse responses for more realistic unstable large-scale systems in practice. The well-established approximate balanced truncation numerical framework can therefore be safely applied to unstable systems without any modifications. Additionally, balanced reduced-order models can readily be obtained even for large systems, where the computational cost of existing methods is prohibitive.
Date Issued
2015-08-10
Date Acceptance
2015-06-16
Citation
Physical Review E - Statistical Physics, Plasmas, Fluids, and Related Interdisciplinary Topics, 2015, 92 (2)
ISSN
1539-3755
Publisher
American Physical Society
Journal / Book Title
Physical Review E - Statistical Physics, Plasmas, Fluids, and Related Interdisciplinary Topics
Volume
92
Issue
2
Copyright Statement
© 2015 The Authors. Published by the American Physical Society under the terms of the
Creative Commons Attribution 3.0 License. Further distribution of
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article’s title, journal citation, and DOI.
Creative Commons Attribution 3.0 License. Further distribution of
this work must maintain attribution to the author(s) and the published
article’s title, journal citation, and DOI.
License URL
Publication Status
Published
Article Number
023012