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Open AccessArticle
Extremum Seeking for the First Derivative of Nonlinear Maps with Constant Delays via a Time-Delay Approach
by
Jianzhong Li
Jianzhong Li 1,2,*
,
Hongye Su
Hongye Su
Prof. Dr. Hongye Su received his Ph.D. degree from Zhejiang University in 1995. He was appointed as [...]
Prof. Dr. Hongye Su received his Ph.D. degree from Zhejiang University in 1995. He was appointed as a professor in December 2000 at the Institute of Advanced Control at Zhejiang University and as the Deputy Director of the Institute of Advanced Control from October 1999 to August 2008. Currently, he is the Director of the Institute of Cyber-Systems and Control at Zhejiang University. In 2022 and 2023 he was listed as one of the top 2% of scientists in the world by Stanford University. He is currently a CAA (China Automation Association) Fellow and a CIS (China Instrument and Control Society) Fellow. His research interests include Process Control and Optimization Theory and Application. He is a leading figure in the field of automatic control theory and application, and serves as the convener of ISO TC184/SC5 WG5 and WG12, Executive Director of the Chinese Association of Automation, Chairman of the Zhejiang Association of Automation, and Chairman of the National Standards Committee SAC/TC159 SC5.
2 and
Yang Zhu
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
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.
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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