Balanced truncation with conformal maps

We consider the problem of constructing reduced models for large scale systems with poles in general domains in the complex plane (as opposed to, e.g., the open left-half plane or the open unit disk). Our goal is to design a model reduction scheme, building upon theoretically established methodologies, yet encompassing this new class of models. To this aim, we develop a balanced truncation framework through conformal maps to handle poles in general domains. The major difference from classical balanced truncation resides in the formulation of the Gramians. We show that these new Gramians can still be computed by solving modified Lyapunov equations for specific conformal maps. A numerical algorithm to perform balanced truncation with conformal maps is developed and is tested on three numerical examples, namely a heat model, the Schrödinger equation, and the undamped linear wave equation, the latter two having spectra on the imaginary axis.

Authors

Publication Details

Journal
Systems & Control Letters
Published
2025-02-12
DOI
https://doi.org/10.1016/j.sysconle.2025.106044
Citations
2
Primary Topic
Model Reduction and Neural Networks
Type
article
Field-Weighted Citation Impact
2.65

Funders

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article

Balanced truncation with conformal maps

Alessandro Borghi, Tobias Breiten, Serkan Gugercin
2 citations
Systems & Control Letters
Model Reduction and Neural Networks
2.65
article

Balanced truncation with conformal maps

Alessandro Borghi, Tobias Breiten, Serkan Gugercin
article en
2 citations

Abstract

We consider the problem of constructing reduced models for large scale systems with poles in general domains in the complex plane (as opposed to, e.g., the open left-half plane or the open unit disk). Our goal is to design a model reduction scheme, building upon theoretically established methodologies, yet encompassing this new class of models. To this aim, we develop a balanced truncation framework through conformal maps to handle poles in general domains. The major difference from classical balanced truncation resides in the formulation of the Gramians. We show that these new Gramians can still be computed by solving modified Lyapunov equations for specific conformal maps. A numerical algorithm to perform balanced truncation with conformal maps is developed and is tested on three numerical examples, namely a heat model, the Schrödinger equation, and the undamped linear wave equation, the latter two having spectra on the imaginary axis.

Systems & Control LettersVol. 197
Deutsche Forschungsgemeinschaft, Division of Civil, Mechanical and Manufacturing Innovation
Climate action
Openalex Percentile: Top 12%
Model Reduction and Neural Networks
2.65
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