Indoor Visible Light Tilt-Resilient Positioning Based on RSS Fingerprint Self-Transferability

被引:0
作者
Deng, Lijun [1 ]
Fan, Yangyu [2 ]
Zhao, Qiong [3 ]
机构
[1] Weinan Normal Univ, Sch Phys & Elect Engn, Weinan 714099, Peoples R China
[2] Northwest Polytech Univ, Sch Elect Informat, Xian 710129, Peoples R China
[3] Xian Univ Posts & Telecommun, Sch Commun & Informat Engn, Xian 710121, Peoples R China
基金
中国国家自然科学基金;
关键词
Fingerprint recognition; Light emitting diodes; Databases; Optical receivers; Zirconium; Accuracy; Optical transmitters; Costs; Vectors; Training; Tilt-resilient; path loss exponent; receiving direction; self-transfer;
D O I
10.1109/LPT.2025.3561215
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
In this letter, we propose a tilt-resilient positioning method based on received signal strength (RSS) fingerprint self-transfer learning to solve function failure or a reduction in the accuracy of the indoor visible light positioning (VLP) system under tilt receiving and to improve its practicability and reliability in the actual environment. Based on the modified path loss (PL) exponent model, the vertical RSS fingerprints can self-transfer to the tilted RSS fingerprints of arbitrary receiving direction (RD) in the online stage. The constructed tilted RSS fingerprint databsae have the same granularity and dimension as the vertical RSS fingerprint database, making the proposed method have the capability of rapid learning and positioning while completing RSS fingerprint self-transfer. The simulation results show that the proposed method achieves a higher positioning accuracy compared to the other three methods without adding the labor and time costs of RSS measurement caused by the multidimensionality of the RD at each fingerprint point. In the case of dense and sparse light-emitting diode (LED) distributions, when the receiver tilt angle is 31(degrees), the root mean square errors of the proposed method are approximately 4.21cm and 3.52cm in the 10cmx10cm grid size, and the average positioning errors are approximately 3.09cm and 2.43cm, respectively.
引用
收藏
页码:679 / 682
页数:4
相关论文
共 13 条
[1]   Accurate Indoor Visible Light Positioning Using a Modified Pathloss Model With Sparse Fingerprints [J].
Abou-Shehada, Ibrahim M. ;
AlMuallim, Abdullah F. ;
AlFaqeh, AlWaleed K. ;
Muqaibel, Ali H. ;
Park, Ki-Hong ;
Alouini, Mohamed-Slim .
JOURNAL OF LIGHTWAVE TECHNOLOGY, 2021, 39 (20) :6487-6497
[2]   An Accurate Visible Light Positioning System Using Regenerated Fingerprint Database Based on Calibrated Propagation Model [J].
Alam, Fakhrul ;
Chew, Moi Tin ;
Wenge, Tapiwanashe ;
Sen Gupta, Gourab .
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2019, 68 (08) :2714-2723
[3]   High accuracy indoor visible light positioning using a long short term memory-fully connected network based algorithm [J].
Chen, Hongyao ;
Han, Wei ;
Wang, Jianping ;
Lu, Huimin ;
Chen, Danyang ;
Jin, Jianli ;
Feng, Lifang .
OPTICS EXPRESS, 2021, 29 (25) :41109-41120
[4]   Experimental Demonstration of 3D Visible Light Positioning Using Received Signal Strength With Low-Complexity Trilateration Assisted by Deep Learning Technique [J].
Du, Pengfei ;
Zhang, Sheng ;
Chen, Chen ;
Yang, Helin ;
Zhong, Wen-De ;
Zhang, Ran ;
Alphones, Arokiaswami ;
Yang, Yanbing .
IEEE ACCESS, 2019, 7 :93986-93997
[5]  
Kong Xiaotong, 2023, IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, V72, DOI [10.1109/TIM.2023.3295010, DOI 10.1109/TIM.2022.3225042]
[6]   Indoor Visible Light Localization System Based on Genetic Algorithm-Optimized Extreme Learning Machine Neural Network [J].
Qin, Ling ;
Wang, Dongxing ;
Shi, Mingquan ;
Wang, Fengying ;
Hu, Xiaoli .
CHINESE JOURNAL OF LASERS-ZHONGGUO JIGUANG, 2022, 49 (21)
[7]   Indoor Visible Light Fingerprint Positioning Scheme Based on Improved ShuffleNet V2 [J].
Jia, Qu ;
Xudong, Wang ;
Nan, Wu .
Zhongguo Jiguang/Chinese Journal of Lasers, 2024, 51 (13)
[8]   Artificial Intelligence in Visible Light Positioning for Indoor IoT: A Methodological Review [J].
Rekkas, Vasileios P. ;
Iliadis, Lazaros Alexios ;
Sotiroudis, Sotirios P. ;
Boursianis, Achilles D. ;
Sarigiannidis, Panagiotis ;
Plets, David ;
Joseph, Wout ;
Wan, Shaohua ;
Christodoulou, Christos G. ;
Karagiannidis, George K. ;
Goudos, Sotirios K. .
IEEE OPEN JOURNAL OF THE COMMUNICATIONS SOCIETY, 2023, 4 :2838-2869
[9]   Modeling the Random Orientation of Mobile Devices: Measurement, Analysis and LiFi Use Case [J].
Soltani, Mohammad Dehghani ;
Purwita, Ardimas Andi ;
Zeng, Zhihong ;
Haas, Harald ;
Safari, Majid .
IEEE TRANSACTIONS ON COMMUNICATIONS, 2019, 67 (03) :2157-2172
[10]   Indoor Visible Light Positioning Method Based on Spatial Optimization [J].
Su Chenxi ;
Zhang Yanyu ;
Li Dun ;
Shen Lihui ;
Wu Qi ;
Zhang Jian .
ACTA OPTICA SINICA, 2024, 44 (13)