DocumentCode
3392467
Title
Intelligent AP selection for indoor positioning in wireless local area network
Author
Deng, Zhian ; Ma, Lin ; Xu, Yubin
Author_Institution
Commun. Res. Center, Harbin Inst. of Technol., Harbin, China
fYear
2011
fDate
17-19 Aug. 2011
Firstpage
257
Lastpage
261
Abstract
Indoor positioning system in wireless local area network (WLAN) has been receiving increasing interest in pervasive computing applications. To keep balance between energy consumption on client device and positioning accuracy, AP selection strategy is always proposed to select the most discriminant APs for positioning. In this paper, we propose an intelligent AP selection method based on joint location information gain. In contrast to traditional AP selection methods which measure the discriminant ability of APs independently, we consider it jointly. By considering the correlation of the discriminant ability between different APs, more accurate measure of the discriminant ability can be taken. Besides, support vector regression (SVR) positioning algorithm is combined to estimate the location. Experiments are carried in a realistic WLAN indoor environment. Experimental results show that, by using the intelligent AP selection method, the proposed positioning algorithm maintains a high-level accuracy while reducing the energy consumption on client device significantly.
Keywords
indoor radio; radionavigation; regression analysis; support vector machines; wireless LAN; AP discriminant ability; SVR positioning algorithm; WLAN indoor environment; client device; indoor positioning system; intelligent AP selection strategy; joint location information gain; location estimation; pervasive computing applications; positioning accuracy; support vector regression; wireless local area network; Accuracy; Artificial neural networks; Energy consumption; Joints; Kernel; Support vector machines; Wireless LAN; AP selection; indoor positioning; support vector regression; wireless local area network (WLAN);
fLanguage
English
Publisher
ieee
Conference_Titel
Communications and Networking in China (CHINACOM), 2011 6th International ICST Conference on
Conference_Location
Harbin
Print_ISBN
978-1-4577-0100-9
Type
conf
DOI
10.1109/ChinaCom.2011.6158159
Filename
6158159
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