Ray-Tracing-Assisted Fingerprinting Based on Channel Impulse Response Measurement for Indoor Positioning

被引:34
|
作者
Tseng, Po-Hsuan [1 ]
Chan, Yao-Chia [1 ,2 ]
Lin, Yi-Jie [1 ]
Lin, Ding-Bing [3 ]
Wu, Nan [4 ]
Wang, Tsai-Mao [1 ,5 ]
机构
[1] Natl Taipei Univ Technol, Dept Elect Engn, Taipei 10608, Taiwan
[2] Univ Calif Irvine, Dept Elect Engn & Comp Sci, Irvine, CA 92697 USA
[3] Natl Taiwan Univ Sci & Technol, Dept Elect Engn, Taipei 10607, Taiwan
[4] Beijing Inst Technol, Sch Informat & Elect, Beijing 100081, Peoples R China
[5] Taiwan IC Packaging Corp, Kaohsiung 80681, Taiwan
基金
美国国家科学基金会;
关键词
Channel impulse response (CIR); fingerprinting (FP); fusion method; indoor location estimation; ray tracing (RT); RADIO-WAVE PROPAGATION; LOCALIZATION;
D O I
10.1109/TIM.2016.2622799
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Position fingerprinting (FP), in which a common position signature is based on the received signal strength (RSS), is one of the most efficient indoor positioning methods. Another position signature, known as the channel impulse response (CIR), is regarded as a linear temporal filter, which characterizes the multipath channel of the operating environment. We implement a channel sounder based on an orthogonal frequency-division multiplexing system to collect off-line/online CIR measurements and develop a ray-tracing (RT) channel predictor to capture the main characteristics of the channel for the off-line predicted database. We are the first to utilize RT as a channel predictor to assist indoor FP using CIR measurements. We utilize coarse localization to classify the reference points (RPs) based on the access point with the strongest RSS. We propose an RT-assisted FP (RAFP) method, in which we estimate a position by fusing the measured and predicted signatures to find the RPs with the highest correlation values between the online measurement and the off-line measured and simulated CIR databases. Experimental results show that the RAFP-positioning with a hybrid of the predicted and measured CIR-reduces the FP localization error by 25%. By incorporating simulated CIRs, the RAFP has the advantages in reducing human labor for off-line measurement collection and in using less number of CIR measurements to maintain a satisfactory performance. The results encourage a further development to reduce the cost by replacing the sounding system with the wireless network interface cards for a scalable deployment.
引用
收藏
页码:1032 / 1045
页数:14
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