Indoor Smartphone Localization: A Hybrid WiFi RTT-RSS Ranging Approach

被引:114
作者
Guo, Guangyi [1 ]
Chen, Ruizhi [1 ]
Ye, Feng [1 ]
Peng, Xuesheng [1 ]
Liu, Zuoya [1 ]
Pan, Yuanjin [1 ]
机构
[1] Wuhan Univ, State Key Lab Informat Engn Surveying Mapping & R, LIESMARS, Wuhan 430079, Peoples R China
关键词
Indoor localization; smartphone; WiFi fine time measurement (FTMs); round trip time (RTT); received signal strength (RSS); Kalman filter; SYSTEM; INTEGRATION; LOCATION; FUSION;
D O I
10.1109/ACCESS.2019.2957753
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Real-time locating and tracking Technology plays a significant role in location-based IoT applications. With the extensive installation of WiFi access points, the WiFi based indoor positioning approach has become one of the most widely used location technologies. However, due to the limitations of wireless signals, the classic WiFi-based method has become labor-intensive. Recently, the WiFi-based two-way ranging approach was introduced into the 802.11-REVmc2 protocol, which is built on a new packet type known as fine timing measurement (FTM) frame. In this work, we introduce the round-trip time measurement with clock skew and analyze the distribution of the round trip time (RTT) ranging error. A calibration method is presented to eliminate the RTT range offset at the transmitter end. We also develop an integrated ranging algorithm based on the WiFi round trip time range and received signal strength to enhance the scalability and robustness of the positioning system. The experimental results demonstrate that the proposed fusion method achieves remarkable improvement in scalability and precision in both static and dynamic tests, including outdoor and indoor environments. Compared with the classic finger printing approach, the performance of the system is remarkably improved, and achieves an average positioning accuracy of 1.435 m with an update rate of every 0.19 s.
引用
收藏
页码:176767 / 176781
页数:15
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