A Novel Visible Light Positioning System With Event-Based Neuromorphic Vision Sensor

被引:33
作者
Chen, Guang [1 ,2 ]
Chen, Wenkai [3 ]
Yang, Qianyi [1 ]
Xu, Zhongcong [1 ]
Yang, Longyu [1 ]
Conradt, Jorg [4 ]
Knoll, Alois [2 ]
机构
[1] Tongji Univ, Sch Automot Studies, Shanghai 201804, Peoples R China
[2] Tech Univ Munich, Chair Robot Artificial Intelligence & Real Time S, D-85748 Munich, Germany
[3] Shanghai Jiao Tong Univ, Sch Mech Engn, Shanghai 200240, Peoples R China
[4] KTH Royal Inst Technol, S-10044 Stockholm, Sweden
关键词
Cameras; Light emitting diodes; Sensors; Radar tracking; Receivers; Satellite broadcasting; Visible light communication; Indoor localization; event camera; visible lighting positioning; GM-PHD filter; TRACKING; MIXTURE; LOCALIZATION;
D O I
10.1109/JSEN.2020.2990752
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
With the advanced development of image processing technology, visible light positioning (VLP) system based on image sensors has attracted more and more attention. However, as a commonly used light receiver, traditional CMOS camera has limited dynamic range and high latency, which is susceptible to various lighting and environmental factors. Moreover, high computational cost from image processing is unavoidable for most of visible light positioning systems. In our work, a novel VLP system using an event-based neuromorphic vision sensor (event camera) as the light receiver is proposed. Due to the low latency and microsecond-level temporal resolution of the event camera, our VLP system is able to identify multiple high-frequency flickering LEDs in asynchronous events simultaneously leaving out the need for data association and traditional image processing methods. A multi-LED fusion method is applied and a high positioning accuracy of 3cm is achieved when the height between LEDs and the event camera is within 1m.
引用
收藏
页码:10211 / 10219
页数:9
相关论文
共 32 条
  • [1] Visible Light Positioning: A Roadmap for International Standardization
    Armstrong, Jean
    Sekercioglu, Y. Ahmet
    Neild, Adrian
    [J]. IEEE COMMUNICATIONS MAGAZINE, 2013, 51 (12) : 68 - 73
  • [2] A 240 x 180 130 dB 3 μs Latency Global Shutter Spatiotemporal Vision Sensor
    Brandli, Christian
    Berner, Raphael
    Yang, Minhao
    Liu, Shih-Chii
    Delbruck, Tobi
    [J]. IEEE JOURNAL OF SOLID-STATE CIRCUITS, 2014, 49 (10) : 2333 - 2341
  • [3] Censi A, 2013, IEEE INT C INT ROBOT, P891, DOI 10.1109/IROS.2013.6696456
  • [4] Event-Based Neuromorphic Vision for Autonomous Driving: A Paradigm Shift for Bio-Inspired Visual Sensing and Perception
    Chen, Guang
    Cao, Hu
    Conradt, Jorg
    Tang, Huajin
    Rohrbein, Florian
    Knoll, Alois
    [J]. IEEE SIGNAL PROCESSING MAGAZINE, 2020, 37 (04) : 34 - 49
  • [5] EDDD: Event-Based Drowsiness Driving Detection Through Facial Motion Analysis With Neuromorphic Vision Sensor
    Chen, Guang
    Hong, Lin
    Dong, Jinhu
    Liu, Peigen
    Conradt, Joerg
    Knoll, Alois
    [J]. IEEE SENSORS JOURNAL, 2020, 20 (11) : 6170 - 6181
  • [6] VISIBLE LIGHT COMMUNICATIONS: DEMAND FACTORS, BENEFITS AND OPPORTUNITIES
    Chi, Nan
    Haas, Harald
    Kavehrad, Mohsen
    Little, Thomas D. C.
    Huang, Xin-Lin
    [J]. IEEE WIRELESS COMMUNICATIONS, 2015, 22 (02) : 5 - 7
  • [7] Clark DE, 2007, IEEE T AERO ELEC SYS, V43, P1441, DOI 10.1109/TAES.2007.4441750
  • [8] Conradt Jorg, 2009, 2009 IEEE 12th International Conference on Computer Vision Workshops, ICCV Workshops, P780, DOI 10.1109/ICCVW.2009.5457625
  • [9] Curry E., 2016, PARAMETER ESTIMATION
  • [10] A Survey of Selected Indoor Positioning Methods for Smartphones
    Davidson, Pavel
    Piche, Robert
    [J]. IEEE COMMUNICATIONS SURVEYS AND TUTORIALS, 2017, 19 (02): : 1347 - 1370