Abstract
In this letter, we present the Swarming Without an Anchor (SWA) approach to state estimation in swarms of UncrewedAerial Vehicles (UAVs) experiencing ego-localization dropout, where individual agents are laterally stabilized using relative information only. We propose to fuse decentralized state estimation with robust mutual perception and onboard sensor data to maintain accurate state awareness despite intermittent localization failures. Thus, the relative information used to estimate the lateral state of UAVs enables the identification of the unambiguous state of UAVs with respect to the local constellation. The resulting behavior reaches velocity consensus, as this task can be referred to as the double integrator synchronization problem. All disturbances and performance degradations except a uniform translation drift of the swarm as a whole is attenuated which is enabling new opportunities in using tight cooperation for increasing reliability and resilience of multi-UAV systems. Simulations and real-world experiments validate the effectiveness of our approach, demonstrating its capability to sustain cohesive swarm behavior in challenging conditions of unreliable or unavailable primary localization.
| Original language | English |
|---|---|
| Pages (from-to) | 6207-6214 |
| Number of pages | 8 |
| Journal | IEEE Robotics and Automation Letters |
| Volume | 10 |
| Issue number | 6 |
| Early online date | 21 Apr 2025 |
| DOIs | |
| Publication status | Published - Jun 2025 |
Bibliographical note
Publisher Copyright:© 2016 IEEE.
Funding
Received 28 November 2024; accepted 1 April 2025. Date of publication 21 April 2025; date of current version 9 May 2025. This article was recommended for publication by Associate Editor Lu Liu and Editor M. Ani Hsieh upon evaluation of the reviewers’ comments. This work was supported by CTU under Grant SGS23/177/OHK3/3T/13 and in part by Czech Science Foundation (GACˇ R) under Grant Research Project 23-07517S. (Corresponding author: Jiri Horyna.) Jiˇrí Horyna and Martin Saska are with the Multi-Robot Systems Group, Faculty of Electrical Engineering, Czech Technical University in Prague, 12135 Prague, Czech Republic (e-mail: [email protected]; [email protected]).
Keywords
- Distributed robot systems
- sensor fusion
- swarm robotics
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