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