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We develop a unifying framework for interpolatory $\mathcal{L}_2$-optimal reduced-order modeling for a wide classes of problems ranging from stationary models to parametric dynamical systems. We first show that the framework naturally…

数值分析 · 数学 2023-09-26 Petar Mlinarić , Serkan Gugercin

This paper introduces an interpolation framework for the weighted-H2 model reduction problem. We obtain a new representation of the weighted-H2 norm of SISO systems that provides new interpolatory first order necessary conditions for an…

Interpolatory necessary optimality conditions for $\mathcal{H}_2$-optimal reduced-order modeling of unstructured linear time-invariant (LTI) systems are well-known. Based on previous work on $\mathcal{L}_2$-optimal reduced-order modeling of…

数值分析 · 数学 2024-09-23 Petar Mlinarić , Peter Benner , Serkan Gugercin

In this contribution, a new framework for H2-optimal reduction of multiple-input, multiple- output linear dynamical systems by tangential interpolation is presented. The framework is motivated by the local nature of both tangential…

数值分析 · 数学 2017-09-22 Alessandro Castagnotto , Boris Lohmann

In this paper, we consider the structure-preserving model order reduction problem for multi-input/multi-output bilinear control systems by tangential interpolation. We propose a new type of tangential interpolation problem for structured…

数值分析 · 数学 2023-11-16 Peter Benner , Serkan Gugercin , Steffen W. R. Werner

In this paper, we present an interpolation framework for structure-preserving model order reduction of parametric bilinear dynamical systems. We introduce a general setting, covering a broad variety of different structures for parametric…

数值分析 · 数学 2021-07-13 Peter Benner , Serkan Gugercin , Steffen W. R. Werner

In this paper, we extend the structure-preserving interpolatory model reduction framework, originally developed for linear systems, to structured bilinear control systems. Specifically, we give explicit construction formulae for the model…

数值分析 · 数学 2021-05-17 Peter Benner , Serkan Gugercin , Steffen W. R. Werner

Interpolatory necessary optimality conditions for $\mathcal{H}_2$-optimal reduced-order modeling of non-parametric linear time-invariant (LTI) systems are known and well-investigated. In this work, using the general framework of…

最优化与控制 · 数学 2024-11-12 Petar Mlinarić , Peter Benner , Serkan Gugercin

In this paper, we investigate interpolatory projection framework for model reduction of descriptor systems. With a simple numerical example, we first illustrate that employing subspace conditions from the standard state space settings to…

数值分析 · 数学 2015-03-04 Serkan Gugercin , Tatjana Stykel , Sarah Wyatt

We develop the interpolatory $\mathcal{H}_2$ optimal model reduction framework for linear control systems posed on infinite dimensional state, input and output spaces. Specifically, we consider linear systems formulated as controlled…

最优化与控制 · 数学 2026-04-15 Cankat Tilki , Tobias Breiten , Serkan Gugercin

We introduce an interpolation framework for H-infinity model reduction founded on ideas originating in optimal-H2 interpolatory model reduction, realization theory, and complex Chebyshev approximation. By employing a Loewner "data-driven"…

数值分析 · 数学 2013-09-03 Garret Flagg , Christopher Beattie , Serkan Gugercin

This paper addresses the $\mathcal{H}_2$-optimal approximation of linear dynamical systems with quadratic-output functions, also known as linear quadratic-output systems. Our major contributions are threefold. First, we derive…

数值分析 · 数学 2025-05-07 Sean Reiter , Ion Victor Gosea , Igor Pontes Duff , Serkan Gugercin

We examine interpolatory model reduction methods that are well-suited for treating large scale port-Hamiltonian differential-algebraic systems in a way that is able to preserve and indeed, take advantage of the underlying structural…

数值分析 · 数学 2021-11-03 Chris A. Beattie , Serkan Gugercin , Volker Mehrmann

We propose a projection based multi-moment matching method for model order reduction of quadratic-bilinear systems. The goal is to construct a reduced system that ensures higher-order moment matching for the multivariate transfer functions…

系统与控制 · 电气工程与系统科学 2023-03-01 Mian Muhammad Arsalan Asif , Mian Ilyas Ahmad , Peter Benner , Lihong Feng , Tatjana Stykel

The last two decades have seen major developments in interpolatory methods for model reduction of large-scale linear dynamical systems. Advances of note include the ability to produce (locally) optimal reduced models at modest cost; refined…

数值分析 · 数学 2014-09-18 Christopher Beattie , Serkan Gugercin

This paper develops an interpolatory framework for weighted-$\mathcal{H}_2$ model reduction of MIMO dynamical systems. A new representation of the weighted-$\mathcal{H}_2$ inner products in MIMO settings is introduced and used to derive…

系统与控制 · 计算机科学 2016-10-05 Tobias Breiten , Christopher Beattie , Serkan Gugercin

In this work, we investigate a model order reduction scheme for high-fidelity nonlinear structured parametric dynamical systems. More specifically, we consider a class of nonlinear dynamical systems whose nonlinear terms are polynomial…

动力系统 · 数学 2023-01-24 Pawan Goyal , Igor Pontes Duff , Peter Benner

Optimal model reduction for large-scale linear dynamical systems is studied. In contrast to most existing works, the systems under consideration are not required to be stable, neither in discrete nor in continuous time. As a consequence,…

数值分析 · 数学 2024-01-11 Alessandro Borghi , Tobias Breiten

High-dimensional/high-fidelity nonlinear dynamical systems appear naturally when the goal is to accurately model real-world phenomena. Many physical properties are thereby encoded in the internal differential structure of these resulting…

数值分析 · 数学 2024-03-14 Peter Benner , Serkan Gugercin , Steffen W. R. Werner

We deal with the minimization of the ${\mathcal H}_\infty$-norm of the transfer function of a parameter-dependent descriptor system over the set of admissible parameter values. Subspace frameworks are proposed for such minimization problems…

数值分析 · 数学 2019-05-13 Nicat Aliyev , Peter Benner , Emre Mengi , Matthias Voigt
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