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An Improved Adaptive Navigation Algorithm Based on Adjustable Student-t distribution in an Urban Environment

  • Beihang University

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

Aiming at the problem that the abnormal values of the measurement noise appear when GPS signals become weak or disappear in the urban environment, which reduces the positioning accuracy of the INS/GPS tight coupled navigation system, an improved adaptive filtering algorithm based on the adjustable Student-t distribution is proposed. This method uses Student-t distribution to model the measurement noise, the Mahalanobis distance of innovation vector to adjust filter’s adaptation, and the variational Bayesian method to better track changes in measurement noises. Experimental results show that the method can achieve a more robust estimation result and a better positioning effect in an urban environment.

源语言英语
主期刊名4th International Conference on Informatics Engineering and Information Science, ICIEIS 2021
编辑Yimin Zhou, Lianghong Wu, Zhile Yang, Zuguo Chen
出版商SPIE
ISBN(电子版)9781510651982
DOI
出版状态已出版 - 2022
活动4th International Conference on Informatics Engineering and Information Science, ICIEIS 2021 - Tianjin, 中国
期限: 19 11月 202121 11月 2021

出版系列

姓名Proceedings of SPIE - The International Society for Optical Engineering
12161
ISSN(印刷版)0277-786X
ISSN(电子版)1996-756X

会议

会议4th International Conference on Informatics Engineering and Information Science, ICIEIS 2021
国家/地区中国
Tianjin
时期19/11/2121/11/21

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