Spectral Submanifolds of Delay Systems: Control in Continuous and Discrete Time

ABSTRACT This paper presents both continuous‐time and discretization‐based approaches for constructing spectral submanifolds (SSMs) for time delay systems. The continuous‐time approach built upon sun–star calculus, reformulates the governing delay differential equation (DDE) as an operator differential equation (OpDE). This way, the obtained SSM captures the inherent infinite‐dimensionality of the underlying time delay system, while the corresponding reduced dynamics is low‐dimensional. In contrast, by discretizing the infinitesimal generator, we approximate the original DDE with a large system of ordinary differential equations (ODEs) and then carry out the SSM calculation. We prove that as the discretization number approaches infinity, the eigenvalues, the eigenvectors, and the SSM obtained via the discretization‐based approach converge to those obtained via the continuous‐time approach. The accuracy of three different discretization methods is compared with the exact continuous‐time results through two case studies. First, we analyze a human–machine interaction model involving a human driver guided by an automated vehicle. Here, the SSM reduction is carried out corresponding to the dominant real eigenvalue. Then, a two‐degree‐of‐freedom oscillatory system is considered under delayed proportional‐derivative control, where a two‐dimensional SSM is constructed for the dominant pair of complex conjugate eigenvalues.

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Publication Details

Journal
International Journal of Robust and Nonlinear Control
Published
2026-10-09
DOI
https://doi.org/10.1002/rnc.70776
Primary Topic
Advanced Control Systems Design
Type
article
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article

Spectral Submanifolds of Delay Systems: Control in Continuous and Discrete Time

Gábor Stépàn, Bence Mate Szaksz, Gábor Orosz
International Journal of Robust and Nonlinear Control
Advanced Control Systems Design
article

Spectral Submanifolds of Delay Systems: Control in Continuous and Discrete Time

Gábor Stépàn, Bence Mate Szaksz, Gábor Orosz
article en

Abstract

ABSTRACT This paper presents both continuous‐time and discretization‐based approaches for constructing spectral submanifolds (SSMs) for time delay systems. The continuous‐time approach built upon sun–star calculus, reformulates the governing delay differential equation (DDE) as an operator differential equation (OpDE). This way, the obtained SSM captures the inherent infinite‐dimensionality of the underlying time delay system, while the corresponding reduced dynamics is low‐dimensional. In contrast, by discretizing the infinitesimal generator, we approximate the original DDE with a large system of ordinary differential equations (ODEs) and then carry out the SSM calculation. We prove that as the discretization number approaches infinity, the eigenvalues, the eigenvectors, and the SSM obtained via the discretization‐based approach converge to those obtained via the continuous‐time approach. The accuracy of three different discretization methods is compared with the exact continuous‐time results through two case studies. First, we analyze a human–machine interaction model involving a human driver guided by an automated vehicle. Here, the SSM reduction is carried out corresponding to the dominant real eigenvalue. Then, a two‐degree‐of‐freedom oscillatory system is considered under delayed proportional‐derivative control, where a two‐dimensional SSM is constructed for the dominant pair of complex conjugate eigenvalues.

International Journal of Robust and Nonlinear Control
University of Michigan (US), Budapest University of Technology and Economics (HU)
Openalex Percentile: Top 16%
Advanced Control Systems Design
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Spectral Submanifolds of Delay Systems: Control in Continuous and Discrete Time — Gábor Stépàn, Bence Mate Szaksz, et al. · International Journal of Robust and Nonlinear Control (2026) | TGRS Research Map | TGRS