Laser & Optoelectronics Progress, Volume. 60, Issue 7, 0730001(2023)

Research on Noise Reduction Method of Second-Harmonic Signal

Ansheng Zhao1, Xu Yang1、*, He Zhang2, and Zhilong Zhang1
Author Affiliations
  • 1School of Electronic Information Engineering, Changchun University of Science and Technology, Changchun 130022, Jilin, China
  • 2State Key Laboratory of High Power Semiconductor Laser, Changchun University of Science and Technology, Changchun 130022, Jilin, China
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    Figures & Tables(14)
    Wavelet threshold denoising process
    Flow chart of EMD-DFA-wavelet adaptive threshold denoising method
    Second harmonic signals. (a) Original second harmonic signal; (b) second harmonic signal with noise
    IMFs of signals with noise. (a) IMF1; (b) IMF2; (c) IMF3; (d) IMF4
    EMD-DFA-wavelet adaptive threshold noise reduction
    Comparison of original signal and EMD-DFA-wavelet adaptive threshold denoising signals
    Noise reduction effect diagram of different algorithms. (a) Use EMD-DFA to reduce noise; (b) use wavelet soft threshold to reduce noise; (c) use wavelet hard threshold to reduce noise; (d) use wavelet adaptive threshold to reduce noise
    System structure diagram
    Relationship between second harmonic amplitude and CO2 concentration before denoising
    Relationship between second harmonic signal and CO2 concentration after EMD-DFA-wavelet adaptive threshold noise reduction processing
    Linear fitting of relationship between amplitude of second harmonic and concentration of CO2
    • Table 1. α correlation with time series

      View table

      Table 1. α correlation with time series

      αSignal correlation
      0<α<0.5Short-range correlation
      α=0.5Irrelevant
      α>0.5Long-term correlation
    • Table 2. Scale index of each order IMFs of second harmonic signal

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      Table 2. Scale index of each order IMFs of second harmonic signal

      Portionα
      10.4055
      20.2557
      30.2968
      40.3262
      50.7660
      60.8120
      70.8321
      80.8966
      90.9304
      100.9779
      110.9907
      121.0092
    • Table 3. Comparison of effects of various denoising methods

      View table

      Table 3. Comparison of effects of various denoising methods

      Denoising methodRMSE /%MAE /%SNR /dBPSNR /dBCC /%
      EMD-DFA0.02671.299022.786237.190399.6916
      Wavelet soft threshold0.01330.930625.810640.214799.8499
      Wavelet hard threshold0.02531.004623.023137.427299.7067
      Wavelet adaptive threshold0.03141.219822.087136.491299.6366
      EMD-DFA-wavelet adaptive threshold0.00870.751327.671142.075299.9018
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    Ansheng Zhao, Xu Yang, He Zhang, Zhilong Zhang. Research on Noise Reduction Method of Second-Harmonic Signal[J]. Laser & Optoelectronics Progress, 2023, 60(7): 0730001

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    Paper Information

    Category: Spectroscopy

    Received: Dec. 27, 2021

    Accepted: Jan. 26, 2022

    Published Online: Mar. 31, 2023

    The Author Email: Xu Yang (lbaomi@cust.edu.cn)

    DOI:10.3788/LOP213359

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