Data-Driven Stabilization of Aperiodic Sampled-Data Systems Subject to Input Saturation



Fan, Yu-Long, Zhang, Chuan-Ke, Shangguan, Xing-Chen, Jin, Li, Jiang, Lin ORCID: 0000-0001-6531-2791 and He, Yong
(2026) Data-Driven Stabilization of Aperiodic Sampled-Data Systems Subject to Input Saturation IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 73 (2). pp. 3328-3338. ISSN 0278-0046, 1557-9948

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Abstract

This article focuses on stabilization design for aperiodic sampled-data unknown systems subject to saturation from a data-driven perspective without explicit system model parameters. A data-driven representation of the unknown saturated system is established by using the collected input-state measurements affected by noisy perturbations. Based on such a data-based representation, combined with the loop-functional method, the generalized sector condition, and the S-procedure, a data-driven control design method in the form of linear matrix inequalities is derived to ensure local stability for all systems consistent with the measured data. Meanwhile, this data-based design condition allows for maximizing the estimation of the region of attraction and maximizing the admissible sampling interval through convex optimization. Finally, the effectiveness of the developed data-driven control design schemes is verified by a benchmark numerical example and a load frequency control system under the hardware-in-the-loop experimental platform.

Item Type: Article
Uncontrolled Keywords: Symmetric matrices, Sampled data systems, Noise measurement, Estimation, Control design, Stability criteria, Computational modeling, Fans, Design methodology, Data systems, Aperiodic sampling, data-driven control, input saturation, looped-functional method
Divisions: Faculty of Science & Engineering
Faculty of Science & Engineering > School of Engineering
Faculty of Science & Engineering > School of Engineering > Electrical Engineering and Electronics
Depositing User: Symplectic Admin
Date Deposited: 03 Mar 2026 17:27
Last Modified: 16 Jun 2026 17:01
DOI: 10.1109/TIE.2025.3613660
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URI: https://livrepository.liverpool.ac.uk/id/eprint/3197344
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