Laser & Optoelectronics Progress, Volume. 57, Issue 1, 010001(2020)

Research Status of Machine Learning Based Signal Processing in Visible Light Communication

Peng Zou, Yiheng Zhao, Fangchen Hu, and Nan Chi*
Author Affiliations
  • Key Laboratory of Electromagnetic Wave Information Science, Ministry of Education, Department of Communication Science and Engineering, Fudan University, Shanghai 200433, China
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    Figures & Tables(12)
    Block diagram of machine learning based VLC system
    Application of machine learning in visible light communication
    Diagram of post equalization of K-means algorithm, in which black points are receiving constellation points after post-equalization, and I and Q represent in-phase component and orthogonal component of receiving data, respectively. (a) Receiving constellation and normal decision board, in which points in black circle will be misjudged; (b) CAPD decision board
    Flowchart of K-means algorithm
    Principle diagram of K-means algorithm based pre-equalization
    Diagrams of PAM4 signal fluctuation and DBSCAN re-classification[33]. (a) Fluctuation of PAM4 receiving signal; (b) diagram of DBSCAN reclassification
    Description of core points, accessory points, and noise points of DBSCAN
    Description of SVM classification
    Effects of SVM classification and phase correction. (a) Receiving constellation before phase correction; (b) effect of SVM classification, in which Four colors at the bottom represent the four categories of the four constellation points according to the QPSK data, and Red, green, blue colors represent the input training set; (c) effect after phase correction
    Neural network structure of GK-DNN
    Structure of ANN
    • Table 1. Summarization of machine learning algorithms

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      Table 1. Summarization of machine learning algorithms

      ML algorithmApplicationActionpositionSupervisionModulationformatGeneralizationComputationcomplexity
      K-meansPre-equPost-equTxRxNoCAP-16QAMWeakLow
      DBSCANJitterMitigationRxNoCAP-16QAMWeakLow
      SVMPhaseestimationRxYesCAP-QPSKMiddleMiddle
      ANNPost-equRxYesPAM,QAMStrongMiddle
      GK-DNNNonlinearmitigationRxYesPAM8StrongHigh
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    Peng Zou, Yiheng Zhao, Fangchen Hu, Nan Chi. Research Status of Machine Learning Based Signal Processing in Visible Light Communication[J]. Laser & Optoelectronics Progress, 2020, 57(1): 010001

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    Paper Information

    Category: Reviews

    Received: Mar. 6, 2019

    Accepted: Jun. 6, 2019

    Published Online: Jan. 3, 2020

    The Author Email: Nan Chi (nanchi@fudan.edu.cn)

    DOI:10.3788/LOP57.010001

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