Study On Optical Communications, Volume. 50, Issue 4, 23002601(2024)

Quasi-continuous Tuning Method of MG-Y Laser based on KMeans

Zijiao ZHANG1... Wanquan LIU5, Xu ZHANG3, Zheng Lü4, and Wei ZHUANG1,26,* |Show fewer author(s)
Author Affiliations
  • 1Beijing Engineering Research Center of Optoelectronic Information and Instruments, Beijing Information Science and Technology University, Beijing 100192, China
  • 2Beijing Laboratory of Optical Fiber Sensing and System, Beijing Information Science and Technology University, Beijing 100016, China
  • 3School of Precision Instrument and Opto-Electronics Engineering, Tianjin University, Tianjin 300072, China
  • 4Faculty of Information Technology, Beijing University of Technology, Beijing 100124, China
  • 5Computer Science Department, Curtin University, Perth 6102, Australia
  • 6Guangzhou Nansha District Intelligent Sensing Technology Research Institute, Guangzhou 511462, China
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    Figures & Tables(13)
    Core structure of MG-Y laser
    Tuning principle of ILR and IRR in MG-Y laser
    Build process of MG-Y laser LUT
    Initial scan data for MG-Y laser
    Quasi continuous tuning range of ILR and IRR
    IPH linear tuning range
    Interpolation curve in IPH linear tuning section
    8 K selection for KMeans clustering of elbow methods
    Combined interpolation results of wavelength parameters in channel 1
    Laser wavelength LUT test system
    LUT wavelength coverage with full tuning range
    Wavelength stability of 10 consecutive scans
    • Table 1. The evaluation SSE results of KMeans and MiniBatchKMeans Clustering models

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      Table 1. The evaluation SSE results of KMeans and MiniBatchKMeans Clustering models

       SSE
      Plot1Plot2Plot3Plot4
      KMneans5 091.426 149.933 580.731 447.88
      MiniBatchKMeans5 111.136 164.933 589.561 454.02
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    Zijiao ZHANG, Wanquan LIU, Xu ZHANG, Zheng Lü, Wei ZHUANG. Quasi-continuous Tuning Method of MG-Y Laser based on KMeans[J]. Study On Optical Communications, 2024, 50(4): 23002601

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    Paper Information

    Category: Research Articles

    Received: Jun. 20, 2023

    Accepted: --

    Published Online: Aug. 15, 2024

    The Author Email: ZHUANG Wei (zhuangwei@bistu.edu.cn)

    DOI:10.13756/j.gtxyj.2024.230026

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