DocumentCode
1799278
Title
The influence of k-NN parameters on the localization accuracy of WSNs in indoor environment
Author
Bengherbia, Billel ; Toubal, Abdelmoughni ; Leboukh, Aboubakre ; Saidi, Madani Amine
Author_Institution
Dept. of Electr. Eng., Univ. of Medea, Medea, Algeria
fYear
2014
fDate
24-24 Sept. 2014
Firstpage
65
Lastpage
70
Abstract
Localization is one of the most complex issues in wireless sensor networks (WSN) domain, particularly, when the network is in indoor environments where the effect of multipath propagation is more pronounced. In this paper we have focused on several factors that effect on the localization accuracy, including the target environment itself, as well as the various parameters of the program proposed in this paper, which is basically based on fingerprinting method, which uses the k nearest neighbor´s technique (k-NN) to estimate target positions. The parameters discussed is the number k of neighbors around the target, the choice of the method to calculate the distance between the target and the various neighboring (Euclidean or Manhattan distance), and Wt the weight function.
Keywords
indoor radio; wireless sensor networks; Euclidean distance; Manhattan distance; WSN; fingerprinting method; indoor environment; indoor environments; k nearest neighbor technique; k-NN parameters; localization accuracy; weight function; wireless sensor networks; Accuracy; Databases; Fingerprint recognition; Indoor environments; Receivers; Sensors; Wireless sensor networks; Wireless sensors networks (WSN); fingerprinting; k-NN algorithme; localization; positioning;
fLanguage
English
Publisher
ieee
Conference_Titel
Information, Communication Technology and System (ICTS), 2014 International Conference on
Conference_Location
Surabaya
Print_ISBN
978-1-4799-6857-2
Type
conf
DOI
10.1109/ICTS.2014.7010559
Filename
7010559
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