Approximating the nearest stable discrete-time system
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Abstract (arXiv)
In this paper, we consider the problem of stabilizing discrete-time linear systems by computing a nearby stable matrix to an unstable one. To do so, we provide a new characterization for the set of stable matrices. We show that a matrix A is stable if and only if it can be written as A=S-1UBS, where S is positive definite, U is orthogonal, and B is a positive semidefinite contraction (that is, the singular values of B are less or equal to 1). This characterization results in an equivalent non-convex optimization problem with a feasible set on which it is easy to project. We propose a very efficient fast projected gradient method to tackle the problem in variables (S,U,B) and generate locally optimal solutions. We show the effectiveness of the proposed method compared to other approaches.
Key facts. Cited by 6 papers in the map (data through 7 Oct 2026). First posted on arXiv 22 Feb 2018.
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Citing papers per year: 2022: 1; 2023: 3; 2024: 0; 2025: 0; 2026: 2.
6 papers.
- 2023Stabilizing reinforcement learning control: A modular framework for optimizing over all stable behaviorcited by 2
- 2022Stability Preserving Data-driven Models With Latent Dynamicscited by 0
- 2023Inference of Continuous Linear Systems from Data with Guaranteed Stabilitycited by 0
- 2023Physical Backdoor Trigger Activation of Autonomous Vehicle using Reachability Analysiscited by 0
- 2026Optimal Centered Active Excitation in Linear System Identificationcited by 0
- 2026A Novel Schur-Decomposition-Based Weight Projection Method for Stable State-Space Neural-Network Architecturescited by 0
- 2026A Novel Schur-Decomposition-Based Weight Projection Method for Stable State-Space Neural-Network Architectures14 May 2026
- 2026Optimal Centered Active Excitation in Linear System Identification7 Apr 2026
- 2023Stabilizing reinforcement learning control: A modular framework for optimizing over all stable behavior21 Oct 2023
- 2023Physical Backdoor Trigger Activation of Autonomous Vehicle using Reachability Analysis24 Mar 2023
- 2023Inference of Continuous Linear Systems from Data with Guaranteed Stability24 Jan 2023
- 2022Stability Preserving Data-driven Models With Latent Dynamics20 Apr 2022