DocumentCode
2581705
Title
Accuracy indicator for fingerprinting localization systems
Author
Moghtadaiee, Vahideh ; Dempster, Andrew G. ; Li, Binghao
Author_Institution
Sch. of Surveying & Spatial Inf. Syst., Univ. of New South Wales, Sydney, NSW, Australia
fYear
2012
fDate
23-26 April 2012
Firstpage
1204
Lastpage
1208
Abstract
Fingerprinting is a technique that records vectors of received power from several transmitters, and later matches these to a new measurement to position the new user. This paper proposes a new mechanism to calculate the (Dilution of Precision) DOP-like value and error estimation for fingerprinting localization by investigating relationship between real distance and “vector” distance between fingerprints used in earlier fingerprinting experiments in Wi-Fi and FM radio networks. However, because fingerprinting algorithms use nearest neighbor techniques, the relationship between real distance and “vector” distance of these nearby fingerprints was also examined and found to more helpful when estimating the position. The proposed method used only the information from the training stage of fingerprinting and when compared with previous literature, it was found to give the improved results.
Keywords
Global Positioning System; error statistics; fingerprint identification; frequency modulation; radio transmitters; wireless LAN; DOP-Iike value; FM radio networks; GPS; Wi-Fi networks; accuracy indicator; dilution of precision; error estimation; fingerprinting algorithm; fingerprinting localization system; global positioning system; nearest neighbor techniques; transmitter; vector distance; Databases; Fingerprint recognition; Frequency modulation; Global Positioning System; IEEE 802.11 Standards; Probabilistic logic; Vectors; DOP; fingerprinting; indoor localization;
fLanguage
English
Publisher
ieee
Conference_Titel
Position Location and Navigation Symposium (PLANS), 2012 IEEE/ION
Conference_Location
Myrtle Beach, SC
ISSN
2153-358X
Print_ISBN
978-1-4673-0385-9
Type
conf
DOI
10.1109/PLANS.2012.6236976
Filename
6236976
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