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
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;
Conference_Titel :
Position Location and Navigation Symposium (PLANS), 2012 IEEE/ION
Conference_Location :
Myrtle Beach, SC
Print_ISBN :
978-1-4673-0385-9
DOI :
10.1109/PLANS.2012.6236976