RatioVLP: Ambient Light Noise Evaluation and Suppression in the Visible Light Positioning System

被引:1
|
作者
Yang, Xiansheng [1 ]
Zhuang, Yuan [2 ,3 ,4 ]
Shi, Min [5 ]
Sun, Xiao [1 ]
Cao, Xiaoxiang [1 ]
Zhou, Bingpeng [6 ]
机构
[1] Wuhan Univ, State Key Lab Surveying Mapping & Remote Sensing L, Wuhan 430072, Peoples R China
[2] Wuhan Univ, State Key Lab Informat Engn Surveying Mapping & Re, Wuhan 430072, Peoples R China
[3] Hubei Luojia Lab, Wuhan 430072, Hubei, Peoples R China
[4] Wuhan Inst Quantum Technol, Wuhan 430072, Peoples R China
[5] Harvard Med Sch, Boston 02138, MA USA
[6] Sun Yat sen Univ, Sch Elect & Commun Engn, Shenzhen Campus, Shenzhen 518000, Guangdong, Peoples R China
基金
国家重点研发计划;
关键词
Costs; LED lamps; Calibration; Mobile computing; Robustness; Power demand; Time-varying systems; Indoor navigation; visible light positioning; ambient light interference; photodiodes; noise suppression; COMMUNICATION;
D O I
10.1109/TMC.2023.3312550
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Visible Light Positioning (VLP), a promising indoor positioning technique, has gained wide popularity worldwide because of its ubiquitous infrastructure, low power consumption, and high positioning precision. However, VLP systems based on photodiodes (PDs) often suffer from varying ambient light with time and space, which seriously degrades their positioning precision and robustness. In this article, we carefully evaluate the influence of the ambient light on the VLP system, which includes the reduction of positioning accuracy by varying ambient light with time and the inaccurate parameter calibration by unevenly distributed ambient light. Then, we figure out that the influence of ambient light on the Received Signals Strength (RSS) values is determined by the ambient light intensity and PD, which is independent of external factors, including distance, frequency, LED, etc. Next, we propose a new positioning framework, RatioVLP, where a ratio model that is more robust to varying ambient light with time is used. However, the ratio model is severely dependent on the Lambert parameters that are vulnerable to ambient light, which reduces the framework's precision when the calibration area is unevenly covered by ambient light. Thus, we design new parameters that are less sensitive to ambient light, called R parameter, to connect the RSS ratio and its corresponding distance ratio, which can strengthen the ratio model's robustness and effectively reduce the influence of ambient light on the parameter calibration process. Experimental results show that the positioning precision of the proposed method is improved by more than 50 % when compared to the conventional Lambert model in scenes influenced by ambient light.
引用
收藏
页码:5755 / 5769
页数:15
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