An Information Fusion Emergency Positioning Algorithm for UAVs Based on LEO Constellation

Jiaqi Liu, Yi Zhang, Chengkai Tang, Yang Yu, Zhe Song, Xingxing Zhu

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

Low-earth-orbit(LEO) satellite can ensure the acquisition of external timing and positioning for UAVs in Global Navigation Satellite System(GNSS) -denied environments. This paper proposes a multi-source information fusion positioning algorithm within the framework of Riemannian Information Geometry, which based on LEO Instantaneous Doppler positioning and the inertial navigation sensors(INS) carried by drones. The algorithm derives the covariance propagation process of LEO Doppler positioning based on the Newton-LS method, completes the modeling of probability distribution functions, and maps the probability distribution functions of heterogeneous sensors to Riemannian space to unify the navigation source information format. Utilizing the more precise information granularity of Riemannian space, the proposed algorithm solved the multi-sensor information fusion positioning problem through convex optimization. The accuracy of LEO positioning in GNSS-denied environments has been effectively improved. Compared with single LEO Instantaneous Doppler positioning and INS, the positioning accuracy has been improved by 41.9% and 32.34%, respectively.

源语言英语
主期刊名2024 IEEE International Conference on Signal Processing, Communications and Computing, ICSPCC 2024
出版商Institute of Electrical and Electronics Engineers Inc.
ISBN(电子版)9798350366556
DOI
出版状态已出版 - 2024
活动14th IEEE International Conference on Signal Processing, Communications and Computing, ICSPCC 2024 - Hybrid, Bali, 印度尼西亚
期限: 19 8月 202422 8月 2024

出版系列

姓名2024 IEEE International Conference on Signal Processing, Communications and Computing, ICSPCC 2024

会议

会议14th IEEE International Conference on Signal Processing, Communications and Computing, ICSPCC 2024
国家/地区印度尼西亚
Hybrid, Bali
时期19/08/2422/08/24

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