Indoor Tracking and Navigation Using Received Signal Strength and Compressive Sensing on a Mobile Device

被引:134
作者
Au, Anthea Wain Sy [1 ]
Feng, Chen [1 ]
Valaee, Shahrokh [1 ]
Reyes, Sophia [2 ]
Sorour, Sameh [1 ]
Markowitz, Samuel N. [3 ]
Gold, Deborah [4 ]
Gordon, Keith [5 ]
Eizenman, Moshe [6 ]
机构
[1] Univ Toronto, Dept Elect & Comp Engn, Toronto, ON M5S 3G4, Canada
[2] Univ Toronto, Dept Ophthalmol, Low Vis Program, Toronto, ON M5V 3V1, Canada
[3] Univ Toronto, Dept Ophthalmol, Toronto, ON M6H 2H1, Canada
[4] CNIB, Natl Dept Program Dev & Serv Qual, Toronto, ON M4G 3E8, Canada
[5] Canadian Natl Inst Blind, Toronto, ON M4G 3E8, Canada
[6] Univ Toronto, Inst Biomat & Biomed Engn, Dept Elect & Comp Engn, Dept Ophthalmol, Toronto, ON M5S 3G9, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Indoor positioning; indoor tracking; real time; Kalman filter; alpha beta filter; indoor navigation; compressive sensing; clustering; radio map; WLANs; RSS; mobile devices; visually impaired;
D O I
10.1109/TMC.2012.175
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
An indoor tracking and navigation system based on measurements of received signal strength (RSS) in wireless local area network (WLAN) is proposed. In the system, the location determination problem is solved by first applying a proximity constraint to limit the distance between a coarse estimate of the current position and a previous estimate. Then, a Compressive Sensing-based (CS-based) positioning scheme, proposed in our previous work [1], [2], is applied to obtain a refined position estimate. The refined estimate is used with a map-adaptive Kalman filter, which assumes a linear motion between intersections on a map that describes the user's path, to obtain a more robust position estimate. Experimental results with the system that is implemented on a PDA with limited resources (HP iPAQ hx2750 PDA) show that the proposed tracking system outperforms the widely used traditional positioning and tracking systems. Meanwhile, the tracking system leads to 12.6 percent reduction in the mean position error compared to the CS-based stationary positioning system when three APs are used. A navigation module that is integrated with the tracking system provides users with instructions to guide them to predefined destinations. Thirty visually impaired subjects from the Canadian National Institute for the Blind (CNIB) were invited to further evaluate the performance of the navigation system. Testing results suggest that the proposed system can be used to guide visually impaired subjects to their desired destinations.
引用
收藏
页码:2050 / 2062
页数:13
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