A Single-Copter UWB-Ranging-Based Localization System Extendable to a Swarm of Drones

Author:

Steup ChristophORCID,Beckhaus Jonathan,Mostaghim SanazORCID

Abstract

This paper presents a single-copter localization system as a first step towards a scalable multihop drone swarm localization system. The drone was equipped with ultrawideband (UWB) transceiver modules, which can be used for communication, as well as distance measurement. The location of the drone was detected based on fixed anchor points using a single type of UWB transceiver. Our aim is to create a swarm localization system that enables drones to switch their role between an active swarm member and an anchor node to enhance the localization of the whole swarm. To this end, this paper presents our current baseline localization system and its performance regarding single-drone localization with fixed anchors and its integration into our current modular quadcopters, which was designed to be easily extendable to a swarm localization system. The distance between each drone and the anchors was measured periodically, and a specially tailored gradient descent algorithm was used to solve the resulting nonlinear optimization problem. Additional copter and wireless-specific adaptations were performed to enhance the robustness. The system was tested with a Vicon system as a position reference and showed a high precision of 0.2 m with an update rate of <10 Hz. Additionally, the system was integrated into the FINken copters of the SwarmLab and evaluated in multiple outdoor scenarios. These scenarios showed the generic usability of the approach, even though no accurate precision measurement was possible.

Publisher

MDPI AG

Subject

Artificial Intelligence,Computer Science Applications,Aerospace Engineering,Information Systems,Control and Systems Engineering

Cited by 9 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. A Geometric Algebra and Particle Swarm optimization Based Approach for Bearing-Only Passive Localization of Unmanned Aerial Vehicle Formations;2023 IEEE 6th International Conference on Automation, Electronics and Electrical Engineering (AUTEEE);2023-12-15

2. Improving UWB ranging accuracy via multiple network model with second order motion prediction;Cluster Computing;2023-06-26

3. Research on indoor UAV swarm positioning technology based on UWB;2023 8th International Conference on Information Systems Engineering (ICISE);2023-06-23

4. Improving UWB Ranging Accuracy via Second Order Motion Prediction;2022 IEEE 5th International Conference on Electronics and Communication Engineering (ICECE);2022-12-16

5. Multi-Agent Relative Pose Estimation with UWB and Constrained Communications;2022 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS);2022-10-23

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