An Indoor Continuous Positioning Algorithm on the Move by Fusing Sensors and Wi-Fi on Smartphones | |
Li, Huaiyu ; Chen, Xiuwan ; Jing, Guifei ; Wang, Yuan ; Cao, Yanfeng ; Li, Fei ; Zhang, Xinlong ; Xiao, Han | |
刊名 | SENSORS |
2015 | |
关键词 | indoor positioning Wi-Fi PDR multi-sensor fusion TCPF EXTENDED KALMAN FILTER LOCALIZATION |
DOI | 10.3390/s151229850 |
英文摘要 | Wi-Fi indoor positioning algorithms experience large positioning error and low stability when continuously positioning terminals that are on the move. This paper proposes a novel indoor continuous positioning algorithm that is on the move, fusing sensors and Wi-Fi on smartphones. The main innovative points include an improved Wi-Fi positioning algorithm and a novel positioning fusion algorithm named the Trust Chain Positioning Fusion (TCPF) algorithm. The improved Wi-Fi positioning algorithm was designed based on the properties of Wi-Fi signals on the move, which are found in a novel quasi-dynamic Wi-Fi signal experiment. The TCPF algorithm is proposed to realize the process-level fusion of Wi-Fi and Pedestrians Dead Reckoning (PDR) positioning, including three parts: trusted point determination, trust state and positioning fusion algorithm. An experiment is carried out for verification in a typical indoor environment, and the average positioning error on the move is 1.36 m, a decrease of 28.8% compared to an existing algorithm. The results show that the proposed algorithm can effectively reduce the influence caused by the unstable Wi-Fi signals, and improve the accuracy and stability of indoor continuous positioning on the move.; Navigation and Location-based service (NAL) Lab, Peking University; SCI(E); EI; PubMed; ARTICLE; huaiyuli@pku.edu.cn; xwchen@pku.edu.cn; jinggf@most.cn; pkuwangy@pku.edu.cn; caoyanfeng@cate.casc; gisor.lee@pku.edu.cn; 1501110619@pku.edu.cn; hxiao@pku.edu.cn; 12; 31244-31267; 15 |
语种 | 英语 |
内容类型 | 期刊论文 |
源URL | [http://ir.pku.edu.cn/handle/20.500.11897/435593] |
专题 | 地球与空间科学学院 |
推荐引用方式 GB/T 7714 | Li, Huaiyu,Chen, Xiuwan,Jing, Guifei,et al. An Indoor Continuous Positioning Algorithm on the Move by Fusing Sensors and Wi-Fi on Smartphones[J]. SENSORS,2015. |
APA | Li, Huaiyu.,Chen, Xiuwan.,Jing, Guifei.,Wang, Yuan.,Cao, Yanfeng.,...&Xiao, Han.(2015).An Indoor Continuous Positioning Algorithm on the Move by Fusing Sensors and Wi-Fi on Smartphones.SENSORS. |
MLA | Li, Huaiyu,et al."An Indoor Continuous Positioning Algorithm on the Move by Fusing Sensors and Wi-Fi on Smartphones".SENSORS (2015). |
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