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Article

Extremum Seeking for the First Derivative of Nonlinear Maps with Constant Delays via a Time-Delay Approach

by
Jianzhong Li
1,2,*,
Hongye Su
2 and
Yang Zhu
2
1
School of Information and Control Engineering, Southwest University of Science and Technology, Mianyang 621010, China
2
College of Control Science and Engineering, Zhejiang University, Hangzhou 310027, China
*
Author to whom correspondence should be addressed.
Mathematics 2025, 13(13), 2196; https://doi.org/10.3390/math13132196 (registering DOI)
Submission received: 19 May 2025 / Revised: 21 June 2025 / Accepted: 3 July 2025 / Published: 4 July 2025
(This article belongs to the Section E2: Control Theory and Mechanics)

Abstract

This paper introduces an extremum seeking (ES) scheme for the unknown map’s first derivative by tailoring a demodulation signal in which the closed-loop system is subject to constant transmission delays. Unlike most publications that manage delays using predictor-based methods, we are concerned with the delay-robustness of the introduced ES system via the newly developed time-delay approach. The original ES system is transformed to a nonlinear retarded-type plant with disturbances and the stability condition in the form of linear matrix inequalities is achieved. When the related bounds of the nonlinear map are not known, a rigorous practical stability proof is provided. Second, and more importantly, under the availability of prior knowledge about the nonlinear map, we are able to provide a quantitative calculation on the maximum allowable delay, the upper bound of the dither period, and the ultimate seeking error. Numerical examples are offered to exemplify the effectiveness of the proposed method.
Keywords: extremum seeking; time delay; nonlinear system; first derivative; time-delay approach extremum seeking; time delay; nonlinear system; first derivative; time-delay approach

Share and Cite

MDPI and ACS Style

Li, J.; Su, H.; Zhu, Y. Extremum Seeking for the First Derivative of Nonlinear Maps with Constant Delays via a Time-Delay Approach. Mathematics 2025, 13, 2196. https://doi.org/10.3390/math13132196

AMA Style

Li J, Su H, Zhu Y. Extremum Seeking for the First Derivative of Nonlinear Maps with Constant Delays via a Time-Delay Approach. Mathematics. 2025; 13(13):2196. https://doi.org/10.3390/math13132196

Chicago/Turabian Style

Li, Jianzhong, Hongye Su, and Yang Zhu. 2025. "Extremum Seeking for the First Derivative of Nonlinear Maps with Constant Delays via a Time-Delay Approach" Mathematics 13, no. 13: 2196. https://doi.org/10.3390/math13132196

APA Style

Li, J., Su, H., & Zhu, Y. (2025). Extremum Seeking for the First Derivative of Nonlinear Maps with Constant Delays via a Time-Delay Approach. Mathematics, 13(13), 2196. https://doi.org/10.3390/math13132196

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