Title :
Voronoi Tessellation Based Interpolation Method for Wi-Fi Radio Map Construction
Author :
Lee, Minkyu ; Han, Dongsoo
Author_Institution :
Dept. of Comput. Sci., Korea Adv. Inst. of Sci. & Technol. (KAIST), Daejeon, South Korea
fDate :
3/1/2012 12:00:00 AM
Abstract :
The fingerprint-based approach for positioning in WLAN has been drawing great attention these days. However, the approach usually requires tremendous time and efforts to collect location fingerprints for the target area. In this paper, we propose an interpolation method based on Voronoi tessellation to significantly reduce such calibration efforts and to improve accuracy. Unlike other interpolation methods, our method refines the propagation model for each cell of the target area tessellated by a higher-order Voronoi diagram. Consequently, our method can take into account the signal fading caused by walls and obstacles more accurately. The proposed method significantly outperformed other interpolation methods in accuracy.
Keywords :
calibration; computational geometry; interpolation; wireless LAN; Voronoi tessellation; WLAN; Wi-Fi radio map construction; calibration effort reduction; fingerprint-based approach; higher-order Voronoi diagram; interpolation method; propagation model; signal fading; Accuracy; Buildings; Calibration; Fading; IEEE 802.11 Standards; Interpolation; Wireless LAN; Indoor environments; interpolation; radio propagation; wireless LAN;
Journal_Title :
Communications Letters, IEEE
DOI :
10.1109/LCOMM.2012.020212.111992