DocumentCode :
1380402
Title :
Robust Positioning Systems in the Presence of Outliers Under Weak GPS Signal Conditions
Author :
Fallahi, Kia ; Cheng, Chi-Tsun ; Fattouche, Michel
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Calgary, Calgary, AB, Canada
Volume :
6
Issue :
3
fYear :
2012
Firstpage :
401
Lastpage :
413
Abstract :
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.
Keywords :
Global Positioning System; probability; signal detection; GPS receiver; epoch-by-epoch robust positioning techniques; global positioning system; outlier detection; probability; pseudo-ranging measurements; robust estimation; robust positioning systems; signal acquisition; weak GPS signal conditions; Distance measurement; Global Positioning System; Maximum likelihood estimation; Receivers; Robustness; Vectors; Genetic algorithm; global positioning system (GPS); outlier; positioning; robust estimation;
fLanguage :
English
Journal_Title :
Systems Journal, IEEE
Publisher :
ieee
ISSN :
1932-8184
Type :
jour
DOI :
10.1109/JSYST.2011.2173622
Filename :
6085582
Link To Document :
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