DocumentCode :
1288632
Title :
Posterior Cramer-Rao Bound for Inertial Sensors Enhanced Mobile Positioning Under The Random Walk Motion Model
Author :
He, Ziming ; Ma, Yi ; Tafazolli, Rahim
Author_Institution :
Centre for Commun. Syst. Res., Univ. of Surrey, Guildford, UK
Volume :
1
Issue :
6
fYear :
2012
fDate :
12/1/2012 12:00:00 AM
Firstpage :
629
Lastpage :
632
Abstract :
This letter presents a new posterior Cramér-Rao bound (PCRB) for inertial sensors enhanced mobile positioning, which performs hybrid data fusion of parameters including position estimates, pedestrian step size, pedestrian heading, and the knowledge of random walk motion model. Moreover, a non-matrix closed form of the PCRB is derived without position estimates. Finally, our numerical results show that when the accuracy of step size and heading measurements is high enough, the knowledge of random walk model becomes redundant.
Keywords :
estimation theory; inertial systems; position measurement; sensor fusion; heading measurements; hybrid data fusion; inertial sensors; mobile positioning; nonmatrix closed form; pedestrian heading; pedestrian step size; position estimates; posterior Cramer-Rao bound; random walk motion; Accuracy; Data models; Dead reckoning; Mobile communication; Numerical models; Position measurement; Sensors; Mobile positioning; inertial sensors; posterior Cram'er-Rao bound (PCRB); random walk motion model;
fLanguage :
English
Journal_Title :
Wireless Communications Letters, IEEE
Publisher :
ieee
ISSN :
2162-2337
Type :
jour
DOI :
10.1109/WCL.2012.091312.120617
Filename :
6308773
Link To Document :
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