Cooperative Navigation for UAV Swarm Based on Gaussian Particle Belief Propagation

Cooperative navigation realized through information interaction among UAVs can improve the navigation performance of UAVs in complex environments. In this paper, we construct a distributed cooperative navigation framework that fuses measurements from various onboard navigation sensors and inter-UAV ranging. Considering the computational efficiency, we propose a Gaussian particle filter for message passing and computation, which reduces the computational load. Flight test results show that the algorithm can significantly improve the computational efficiency with the same positioning accuracy compared to the traditional BP algorithm.

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Publication Details

Published
2024-10-25
DOI
https://doi.org/10.1109/rcae62637.2024.10834218
Primary Topic
UAV Applications and Optimization
Type
article
Field-Weighted Citation Impact
0.00

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article

Cooperative Navigation for UAV Swarm Based on Gaussian Particle Belief Propagation

Y. T. Zhang, Jun Xiong, Jiang Xu, Chen-ye Shao et al.
UAV Applications and Optimization
article

Cooperative Navigation for UAV Swarm Based on Gaussian Particle Belief Propagation

Y. T. Zhang, Jun Xiong, Jiang Xu, Chen-ye Shao, Mingxing Chen
article en

Abstract

Cooperative navigation realized through information interaction among UAVs can improve the navigation performance of UAVs in complex environments. In this paper, we construct a distributed cooperative navigation framework that fuses measurements from various onboard navigation sensors and inter-UAV ranging. Considering the computational efficiency, we propose a Gaussian particle filter for message passing and computation, which reduces the computational load. Flight test results show that the algorithm can significantly improve the computational efficiency with the same positioning accuracy compared to the traditional BP algorithm.

Nanjing University of Posts and Telecommunications (CN), Anhui Polytechnic University (CN), Nanjing University of Aeronautics and Astronautics (CN)
Anhui Polytechnic University
Openalex Percentile: Top 57%
UAV Applications and Optimization
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Cooperative Navigation for UAV Swarm Based on Gaussian Particle Belief Propagation — Y. T. Zhang, Jun Xiong, et al. · (2024) | TGRS Research Map | TGRS