Perception-latency aware distributed target tracking
This work is devoted to the problem of distributed target tracking when a team of robots detect the target through a variable perception-latency mechanism. A reference for the robots to track is constructed in terms of a desired formation around the estimation of the target position. However, it is...
Gespeichert in:
Veröffentlicht in: | Information fusion 2023-11, Vol.99, p.101857, Article 101857 |
---|---|
Hauptverfasser: | , , |
Format: | Artikel |
Sprache: | eng |
Schlagworte: | |
Online-Zugang: | Volltext |
Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
Zusammenfassung: | This work is devoted to the problem of distributed target tracking when a team of robots detect the target through a variable perception-latency mechanism. A reference for the robots to track is constructed in terms of a desired formation around the estimation of the target position. However, it is noted that due to the perception-latency, classical estimation techniques have smoothness issues which prevent asymptotic stability for the formation control. We propose a near-optimal smooth-output estimator which circumvents this issue. Moreover, local estimations are fused using novel dynamic consensus techniques. The advantages of the proposal as well as a comparison with a non-smooth optimal alternative are discussed through simulation examples.
•A novel continuous-discrete estimator with sub-optimal smooth output.•Asymptotic stability is preserved by virtue of the smoothness in the estimation.•A novel information fusion strategy based on exact dynamic consensus.•Achieves formation tracking of a target by a group of mobile robots.•Verified both by formal proofs as well as by simulation experiments. |
---|---|
ISSN: | 1566-2535 1872-6305 |
DOI: | 10.1016/j.inffus.2023.101857 |