GNSS Spoofing Identification and Smoothing Localization Method for GNSS/Visual SLAM System

被引:4
|
作者
Song, Jiahui [1 ,2 ]
Wu, Haitao [1 ]
Guo, Xiaochen [1 ,2 ]
Jiang, Dehuai [1 ]
Guo, Xuqiang [1 ]
Lv, Tong [1 ]
Luo, Hanze [1 ,2 ]
机构
[1] Chinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R China
[2] Univ Chinese Acad Sci, Sch Elect Elect & Commun Engn, Beijing 101408, Peoples R China
来源
APPLIED SCIENCES-BASEL | 2022年 / 12卷 / 03期
关键词
spoofing identification; SLAM; GNSS; localization; VERSATILE;
D O I
10.3390/app12031386
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
A smoothing localization method for Global Navigation Satellite System (GNSS) and visual Simultaneous Localization and Mapping (SLAM) system is proposed to identify GNSS spoofing, optimize the cumulative error of the GNSS/visual SLAM system, and obtain smoothing localization results. The proposed method analyzes the joint error distribution of the GNSS/visual SLAM system, uses the visual frame to invert the relative error offset of the GNSS from the dimensions of time and localization, performs error analysis and mutual verification based on the verification threshold. According to the mutual verification results, the GNSS spoofing is identified, and the corresponding back-end optimization strategy is selected to obtain a smoothing localization result. Through simulation, the time verification threshold and localization verification threshold of the proposed method are obtained under the condition that the sensors frequency and accuracy are set. The KITTI datasets in rural and urban scenes are used for verification. The simulation results show that our method can identify GNSS spoofing and provide credible and smoothing localization results in the case of GNSS spoofing occurs.
引用
收藏
页数:25
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