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
Link To Document :
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