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

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

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

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.

Original languageEnglish
Title of host publication2024 IEEE International Conference on Signal Processing, Communications and Computing, ICSPCC 2024
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9798350366556
DOIs
StatePublished - 2024
Event14th IEEE International Conference on Signal Processing, Communications and Computing, ICSPCC 2024 - Hybrid, Bali, Indonesia
Duration: 19 Aug 202422 Aug 2024

Publication series

Name2024 IEEE International Conference on Signal Processing, Communications and Computing, ICSPCC 2024

Conference

Conference14th IEEE International Conference on Signal Processing, Communications and Computing, ICSPCC 2024
Country/TerritoryIndonesia
CityHybrid, Bali
Period19/08/2422/08/24

Keywords

  • GNSS-denied
  • information fusion
  • INS
  • LEO positioning
  • UAV positioning

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