Inferring Global Exponential Stability Properties using Lie-bracket Approximations
Marc Weber, Bahman Gharesifard, Christian Ebenbauer

TL;DR
This paper presents a new method to determine global exponential stability of input-affine systems using Lie-bracket approximations, with applications in adaptive control and numerical validation.
Contribution
It introduces a novel approach to infer global exponential stability from Lie-bracket systems, enhancing stability analysis in control theory.
Findings
Established a theoretical link between Lie-bracket systems and input-affine system stability.
Applied the method to adapt dither frequencies in adaptive control.
Provided numerical simulations supporting the theoretical results.
Abstract
In the present paper, a novel result for inferring uniform global, not semi-global, exponential stability in the sense of Lyapunov with respect to input-affine systems from global uniform exponential stability properties with respect to their associated Lie-bracket systems is shown. The result is applied to adapt dither frequencies to find a sufficiently high gain in adaptive control of linear unknown systems, and a simple numerical example is simulated to support the theoretical findings.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsAdvanced Control Systems Optimization · Control and Stability of Dynamical Systems · Model Reduction and Neural Networks
