Robust Positioning Systems in the Presence of Outliers Under Weak GPS Signal Conditions

被引:25
|
作者
Fallahi, Kia [1 ]
Cheng, Chi-Tsun [1 ]
Fattouche, Michel [1 ]
机构
[1] Univ Calgary, Dept Elect & Comp Engn, Calgary, AB T2N 1N4, Canada
来源
IEEE SYSTEMS JOURNAL | 2012年 / 6卷 / 03期
关键词
Genetic algorithm; global positioning system (GPS); outlier; positioning; robust estimation; NAVIGATION;
D O I
10.1109/JSYST.2011.2173622
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, two epoch-by-epoch robust positioning techniques for global positioning system (GPS) are proposed to deal with the problem of positioning in weak signal conditions in which the probability of outlier in signal acquisition is larger than zero. We propose to accept outliers into the positioning algorithm, however, in this case either robust estimation or outlier detection must be used to overcome the devastating effect of such outliers on traditional positioning algorithms. In order to improve the sensitivity of a GPS receiver, we propose to use novel methods that are able to deal with the problem of estimating the position of a receiver based on pseudo-ranging measurements that are contaminated by outliers. Simulations are carried out to demonstrate the robustness of the proposed techniques in terms of success rate of the algorithms in finding the correct solution, when there are a different number of outliers in ranging measurements from satellites.
引用
收藏
页码:401 / 413
页数:13
相关论文
共 5 条
  • [1] Assisted GPS Positioning under Weak Signal Environments
    Hu, Congwei
    Chen, Wu
    Miao, Jianfen
    Guo, Zhi
    Wei, Bing
    Yuan, Zhaokui
    PROCEEDINGS OF THE 22ND INTERNATIONAL TECHNICAL MEETING OF THE SATELLITE DIVISION OF THE INSTITUTE OF NAVIGATION (ION GNSS 2009), 2009, : 2602 - 2609
  • [2] Robust Matrix Completion for Elliptic Positioning in the Presence of Outliers and Missing Data
    Xiong, Wenxin
    Cheng, Ge
    Schindelhauer, Christian
    So, Hing Cheung
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2023, 61
  • [3] GPS-only, GLONASS-only and Combined GPS plus GLONASS Absolute Positioning under Different Sky View Conditions
    Maciuk, Kamil
    TEHNICKI VJESNIK-TECHNICAL GAZETTE, 2018, 25 (03): : 933 - 939
  • [4] Multivariate analysis of combined GPS/GLONASS point positioning performance in Brazilian regions under different ionospheric conditions
    Jerez, Gabriel Oliveira
    Marra Alves, Daniele Barroca
    Tachibana, Vilma Mayumi
    JOURNAL OF ATMOSPHERIC AND SOLAR-TERRESTRIAL PHYSICS, 2019, 187 : 1 - 9
  • [5] Assessing the Performance of GPS Precise Point Positioning Under Different Geomagnetic Storm Conditions during Solar Cycle 24
    Luo, Xiaomin
    Gu, Shengfeng
    Lou, Yidong
    Xiong, Chao
    Chen, Biyan
    Jin, Xueyuan
    SENSORS, 2018, 18 (06)