DocumentCode :
3215062
Title :
Space grid resolution impact on accuracy of the indoor localization fingerprinting
Author :
Vuckovic, Marina ; Petrovic, Ivan ; Vidovic, Deni ; Kostovic, Zarko ; Pletl, Szilveszter ; Kukolj, Dragan
Author_Institution :
RT-RK LLC Inst. for Comput. Based Syst., Novi Sad, Serbia
fYear :
2011
fDate :
22-24 Nov. 2011
Firstpage :
321
Lastpage :
324
Abstract :
Indoor wireless localization has significant importance in wireless network technology and has wide deployment in a real-time indoor people and objects tracking. Location fingerprinting, which is based on received signal strength measurements, is a frequently used approach for indoor applications. In this paper, we examine the localization fingerprinting method through the enhanced well-known Weighted k-Nearest Neighbour (WkNN) method with MultiDimensional Scaling (MDS) through the post-processing step of transformation of signal-space and physical-space. The aim of this transformation step is to de-correlate and refine initially obtained location estimates. Impact of the variation of space-grid resolution on accuracy of the presented localization techniques is examined. Performances of the initial estimates obtained by the basic and enhanced WkNN localization methods are verified through the experiments with real environment data.
Keywords :
decorrelation; indoor radio; multidimensional signal processing; object tracking; radio networks; MDS; WkNN method; decorrelation; indoor localization fingerprinting; indoor wireless localization; multidimensional scaling; object tracking; physical-space transformation; real-time indoor people tracking; received signal strength measurements; signal-space transformation; space grid resolution impact; weighted k-nearest neighbour method; wireless network technology; Accuracy; Estimation; Fingerprint recognition; Interpolation; Vectors; Wireless communication; Wireless sensor networks; Location Fingerprinting; Received Signal Strength; Space Grid Resolution; Topology-Preserving Mapping;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Telecommunications Forum (TELFOR), 2011 19th
Conference_Location :
Belgrade
Print_ISBN :
978-1-4577-1499-3
Type :
conf
DOI :
10.1109/TELFOR.2011.6143554
Filename :
6143554
Link To Document :
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