Output feedback stabilization of non-uniformly observable systems by means of a switched Kalman-like observer
Lucas Brivadis (L2S), Ludovic Sacchelli (McTAO)

TL;DR
This paper introduces a switching approach to stabilize non-uniformly observable state-affine systems using a Kalman-like observer, preventing singularities by dynamically monitoring observability and switching control accordingly.
Contribution
It presents a novel switching method to maintain observer stability and observability in systems with singularities, enhancing output feedback stabilization techniques.
Findings
Switching methods prevent singularities in Kalman-like observers.
Dynamic observability monitoring improves stabilization.
Applicable to state-affine systems with observable targets.
Abstract
We propose to explore switching methods in order to recover some properties of Kalmanlike observers for output feedback stabilization of state-affine systems that may present observability singularities. The self-tuning gain matrix in Kalman-like observers tend to be singular in the case of non-uniformly observable systems. We show in the case of state-affine systems with observable target that it can be prevented by dynamically monitoring observability of the system, and switching the control when it becomes critical.
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
TopicsStability and Control of Uncertain Systems · Adaptive Control of Nonlinear Systems · Fault Detection and Control Systems
