Visible Light Positioning With Visual Odometry: A Single Luminaire Based Positioning Algorithm

被引:1
|
作者
Zhu, Zhiyu [1 ]
Yang, Yang [1 ]
Chen, Mingzhe [2 ,3 ]
Guo, Caili [1 ]
Hao, Jiangyi [1 ]
Cui, Shuguang [4 ,5 ]
机构
[1] Beijing Univ Posts & Telecommun, Sch Informat & Commun Engn, Key Lab Network Syst Architecture & Convergence, Beijing 100876, Peoples R China
[2] Univ Miami, Dept Elect, Coral Gables, FL 33146 USA
[3] Univ Miami, Inst Data Sci & Comp, Coral Gables, FL 33146 USA
[4] Chinese Univ Hong Kong, Shenzhen Res Inst Big Data, Sch Sci & Engn, Shenzhen 518172, Peoples R China
[5] Chinese Univ Hong Kong, Future Network Intelligence Inst FNii, Shenzhen 518172, Peoples R China
基金
国家重点研发计划; 中国国家自然科学基金;
关键词
Visible light communication (VLC); visible light positioning (VLP); visual odometry (VO); single luminaire; RECEIVED SIGNAL STRENGTH; LOCALIZATION; FEATURES; ACCURACY; ARRIVAL;
D O I
10.1109/TCOMM.2024.3375817
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
Visible light positioning (VLP) is an accurate and low-cost positioning technique. However, existing VLP algorithms require multiple luminaires or multiple sensors to achieve the desired positioning accuracy, which may not be satisfied in practice. To circumvent this challenge, a novel visual odometry (VO) assisted VLP algorithm (VO-VLP) is proposed, which can achieve accurate positioning using only a single luminaire at the transmitter and a single camera at the receiver. In the considered model, the luminaires are equipped on the ceiling and consistently broadcast coordinate information of the luminaires by visible light communication (VLC). A user equipped with a camera captures photos of the ceiling so as to locate its position via VO-VLP. In particular, VO-VLP first uses the single luminaire's circle feature and VLC information to obtain the pose and location of the user. However, there are dual solutions due to the limited received information in the single-luminaire scenario and the symmetry of the circular luminaire. Then, we propose a duality elimination method to eliminate the wrong one by introducing VO to exploit the visual features on the ceiling in two consecutive images, which are captured when the user moves. To verify the feasibility of our designed VO-VLP, a prototype is implemented. A cooperative multi-information image processing method is proposed for the prototype to ensure that the VLC information and the visual information of the luminaire and the ceiling can be simultaneously received for real-time positioning. Simulations and experiments are conducted to prove that VO-VLP can achieve accurate positioning with only a single luminaire and a camera without any extra sensors, such as an inertial measurement unit. In particular, simulation results show that the proposed indoor positioning algorithm can achieve a 97% positioning accuracy of around 10 cm, and experimental results show that the average positioning accuracy is less than 10 cm.
引用
收藏
页码:4978 / 4991
页数:14
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