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 29 条
[1]   The Autocovariance Least-Squares Technique for GPS Measurement Noise Estimation [J].
Abdel-Hafez, Mamoun F. .
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2010, 59 (02) :574-588
[2]  
[Anonymous], 1993, ESIMATION THEORY
[3]  
[Anonymous], 2009, Wiley Series in Probability and Statistics, DOI DOI 10.1002/9780470434697.CH7
[4]  
[Anonymous], 2017, UNDERSTANDING GPS PR
[5]   Global robust estimation and its application to GPS positioning [J].
Baselga, Sergio ;
Garcia-Asenjo, Luis .
COMPUTERS & MATHEMATICS WITH APPLICATIONS, 2008, 56 (03) :709-714
[6]   Global optimization solution of robust estimation [J].
Baselga, Sergio .
JOURNAL OF SURVEYING ENGINEERING, 2007, 133 (03) :123-128
[7]  
Valero JLB, 2005, FIS TIERRA, V17, P7
[8]   A Solution to the I11-Conditioned GPS Positioning Problem in an Urban Environment [J].
Chang, Tsai-Hsin ;
Wang, Li-Sheng ;
Chang, Fan-Ren .
IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2009, 10 (01) :135-145
[9]   MLAMBDA: a modified LAMBDA method for integer least-squares estimation [J].
Chang, XW ;
Yang, X ;
Zhou, T .
JOURNAL OF GEODESY, 2005, 79 (09) :552-565
[10]   SIMPLIFIED STATISTICS FOR SMALL NUMBERS OF OBSERVATIONS [J].
DEAN, RB ;
DIXON, WJ .
ANALYTICAL CHEMISTRY, 1951, 23 (04) :636-638