Extremum Seeking with High-Order Lie Bracket Approximations: Achieving Exponential Decay Rate

This paper focuses on the further development of the Lie bracket approximation approach for extremum seeking systems. Classical results in this area provide extremum seeking algorithms with exponential convergence rates for quadratic-like cost functions, and polynomial decay rates for cost functions of higher degrees. This paper proposes a novel control design approach that ensures the motion of the extremum seeking system along directions associated with higher-order Lie brackets, thereby ensuring exponential convergence for cost functions that are polynomial-like but with degree greater than two.

Publication Details

Journal
ArXiv.org
Published
2025-04-01
Primary Topic
Extremum Seeking Control Systems
Type
article
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article

Extremum Seeking with High-Order Lie Bracket Approximations: Achieving Exponential Decay Rate

ArXiv.org
Extremum Seeking Control Systems
article

Extremum Seeking with High-Order Lie Bracket Approximations: Achieving Exponential Decay Rate

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Abstract

This paper focuses on the further development of the Lie bracket approximation approach for extremum seeking systems. Classical results in this area provide extremum seeking algorithms with exponential convergence rates for quadratic-like cost functions, and polynomial decay rates for cost functions of higher degrees. This paper proposes a novel control design approach that ensures the motion of the extremum seeking system along directions associated with higher-order Lie brackets, thereby ensuring exponential convergence for cost functions that are polynomial-like but with degree greater than two.

ArXiv.org
Openalex Percentile: Top 46%
Extremum Seeking Control Systems
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Extremum Seeking with High-Order Lie Bracket Approximations: Achieving Exponential Decay Rate · ArXiv.org (2025) | TGRS Research Map | TGRS