Acta Optica Sinica, Volume. 40, Issue 7, 0706001(2020)

Wavelength Detection of Overlapping Spectra in FBG Sensor Network Based on Gated Recurrent Unit Network

Hao Jiang1,2, Yougang Wang1,2, Jing Chen1,2、*, and Xinyu Huang1,2
Author Affiliations
  • 1College of Electrical Engineering and Automation, Fuzhou University, Fuzhou, Fujian 350108, China
  • 2Research Institute of Power System & Power Equipment, Fuzhou University, Fuzhou, Fujian 350108, China;
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    Figures & Tables(12)
    Structure of series-parallel WDM fiber Bragg grating sensor network
    Overlapping types of FBG reflection spectra. (a) Non-overlapping; (b) partly-overlapping; (c) fully-overlapping
    Wavelength demodulation architecture of GRU model
    Unit structure of GRU network
    Training process of GRU model
    Three typical cases of overlapping spectral wavelength detection. (a) Non-overlapping; (b) partly-overlapping; (c) fully-overlapping
    Effect of training samples on detection performance
    Effect of batch size on detection performance
    Effect of numbers of GRU hidden units on detection performance
    Cumulative probability distribution of RMS for different methods
    • Table 1. Wavelength detection results of typical overlapping spectra

      View table

      Table 1. Wavelength detection results of typical overlapping spectra

      CaseλB1 /nmλB2 /nmWavelength interval Δλ /nmRMS /pm
      Non-overlapping1550.59961551.2996-0.70000.2629
      Partly-overlapping1550.89971551.0999-0.20020.4158
      Fully-overlapping1551.20041551.19920.00120.6338
    • Table 2. Performance comparison of different methods

      View table

      Table 2. Performance comparison of different methods

      MethodsTraining time /sRMS /pmCumulative probability of RMS less than 1 pmCumulative probability of RMS less than 3 pm
      GRU3128.70.83250.8820.949
      LS-SVR17290.01.20630.7490.968
      DE1.91220.2670.887
      PSO2.40370.2640.846
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    Hao Jiang, Yougang Wang, Jing Chen, Xinyu Huang. Wavelength Detection of Overlapping Spectra in FBG Sensor Network Based on Gated Recurrent Unit Network[J]. Acta Optica Sinica, 2020, 40(7): 0706001

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    Paper Information

    Category: Fiber Optics and Optical Communications

    Received: Nov. 13, 2019

    Accepted: Dec. 16, 2019

    Published Online: Apr. 15, 2020

    The Author Email: Chen Jing (chenj@fzu.edu.cn)

    DOI:10.3788/AOS202040.0706001

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