Using logistic regression classification for mitigating high noise-ratio advisement light-panel in rolling-shutter based visible light communications

被引:27
作者
Chuang, Yu-Cheng [1 ]
Chow, Chi-Wai [1 ]
Liu, Yang [2 ]
Yeh, Chien-Hung [3 ]
Liao, Xin-Lan [4 ]
Lin, Kun-Hsien [4 ]
Chen, Yi-Yuan [4 ]
机构
[1] Natl Chiao Tung Univ, Coll Elect & Comp Engn, Dept Photon, Hsinchu 30010, Taiwan
[2] Philips Elect Ltd, Shatin, Hong Kong, Peoples R China
[3] Feng Chia Univ, Dept Photon, Taichung 40724, Taiwan
[4] Ind Technol Res Inst, Zhudong, Taiwan
关键词
CMOS IMAGE SENSOR; TRANSMISSION; PERFORMANCE;
D O I
10.1364/OE.27.029924
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
We propose and experimentally demonstrated a light-panel and image sensor based visible light communication (VLC) system using machine learning (ML) algorithm. The ML algorithm is compared with the traditional demodulation scheme and the experimental results show that even at very high noise-ratio (NR) light-panel display content, the proposed ML algorithm shows significant bit error rate (BER) improvement. (C) 2019 Optical Society of America under the terms of the OSA Open Access Publishing Agreement
引用
收藏
页码:29924 / 29929
页数:6
相关论文
共 18 条
  • [1] BISHOP C. M., 2006, Pattern recognition and machine learning, DOI [DOI 10.1117/1.2819119, 10.1007/978-0-387-45528-0]
  • [2] Efficient demodulation scheme for rolling-shutter-patterning of CMOS image sensor based visible light communications
    Chen, Chia-Wei
    Chow, Chi-Wai
    Liu, Yang
    Yeh, Chien-Hung
    [J]. OPTICS EXPRESS, 2017, 25 (20): : 24362 - 24367
  • [3] Chow C.W., 2012, IEEE Photon. Soc. Newslett, V26, P9
  • [4] Using advertisement light-panel and CMOS image sensor with frequency-shift-keying for visible light communication
    Chow, Chi-Wai
    Shiu, Ruei-Jie
    Liu, Yen-Chun
    Liao, Xin-Lan
    Lin, Kun-Hsien
    Wang, Yi-Chang
    Chen, Yi-Yuan
    [J]. OPTICS EXPRESS, 2018, 26 (10): : 12530 - 12535
  • [5] Secure Mobile-Phone Based Visible Light Communications With Different Noise-Ratio Light-Panel
    Chow, Chi-Wai
    Shiu, Ruei-Jie
    Liu, Yen-Chun
    Yeh, Chien-Hung
    Liao, Xin-Lan
    Lin, Kun-Hsien
    Wang, Yi-Chang
    Chen, Yi-Yuan
    [J]. IEEE PHOTONICS JOURNAL, 2018, 10 (02):
  • [6] Non-flickering 100 m RGB visible light communication transmission based on a CMOS image sensor
    Chow, Chi-Wai
    Shiu, Ruei-Jie
    Liu, Yen-Chun
    Liu, Yang
    Yeh, Chien-Hung
    [J]. OPTICS EXPRESS, 2018, 26 (06): : 7079 - 7084
  • [7] Visible light communication using mobile-phone camera with data rate higher than frame rate
    Chow, Chi-Wai
    Chen, Chung-Yen
    Chen, Shih-Hao
    [J]. OPTICS EXPRESS, 2015, 23 (20): : 26080 - 26085
  • [8] Danakis C, 2012, IEEE GLOBE WORK, P1244, DOI 10.1109/GLOCOMW.2012.6477759
  • [9] Enhancement of Signal Performance in bidirectional RSE-based CVLC system employing NPM modulation scheme
    Deng, Rui
    He, Jing
    Chang, Gee-kung
    [J]. OPTICS COMMUNICATIONS, 2019, 432 : 97 - 100
  • [10] Haas H., 2015, Optical Fiber Communications Conference and Exhibition (OFC), P1, DOI DOI 10.1364/OFC.2015.TU2G.5