• Laser & Optoelectronics Progress
  • Vol. 59, Issue 18, 1830003 (2022)
Jing Wang1, Lifang Zhang1、2、*, Jusheng Yang1, Yanxia Yang1, and Guanjia Zhao1
Author Affiliations
  • 1Department of Thermal Engineering, College of Electrical and Power Engineering, Taiyuan University of Technology, Taiyuan 030024, Shanxi , China
  • 2The Postdoctoral Workstation of Taiyuan Boiler Group Co., Ltd., Taiyuan 030024, Shanxi , China
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    DOI: 10.3788/LOP202259.1830003 Cite this Article Set citation alerts
    Jing Wang, Lifang Zhang, Jusheng Yang, Yanxia Yang, Guanjia Zhao. Noise Reduction of Wavelength-Modulated Signal Based on Wavelet and Empirical Mode Decomposition[J]. Laser & Optoelectronics Progress, 2022, 59(18): 1830003 Copy Citation Text show less
    Various signals. (a) Gaussian white noise; (b) ideal second harmonic signal; (c) second harmonic signal after adding Gaussian white noise
    Fig. 1. Various signals. (a) Gaussian white noise; (b) ideal second harmonic signal; (c) second harmonic signal after adding Gaussian white noise
    Variation of SNR of different wavelet systems with number of decomposition layers
    Fig. 2. Variation of SNR of different wavelet systems with number of decomposition layers
    Results of the second harmonic signal with Gaussian white noise denoised by different methods. (a) Wavelet transform; (b) EMD; (c) wavelet transform combined with EMD
    Fig. 3. Results of the second harmonic signal with Gaussian white noise denoised by different methods. (a) Wavelet transform; (b) EMD; (c) wavelet transform combined with EMD
    Second harmonics with optical fringes
    Fig. 4. Second harmonics with optical fringes
    Results of the second harmonic signal with optical fringes denoised by different methods. (a) Wavelet transform; (b) EMD; (c) wavelet transform combined with EMD
    Fig. 5. Results of the second harmonic signal with optical fringes denoised by different methods. (a) Wavelet transform; (b) EMD; (c) wavelet transform combined with EMD
    Measured the second harmonic signal experimentally
    Fig. 6. Measured the second harmonic signal experimentally
    Results of the second harmonic signal denoised by different methods. (a) Wavelet transform; (b) EMD; (c) wavelet transform combined with EMD
    Fig. 7. Results of the second harmonic signal denoised by different methods. (a) Wavelet transform; (b) EMD; (c) wavelet transform combined with EMD
    Fitting between biggest peak height of the second harmonic signal and mass concentration of NH3. (a) Wavelet transform; (b) EMD; (c) wavelet transform combined with EMD
    Fig. 8. Fitting between biggest peak height of the second harmonic signal and mass concentration of NH3. (a) Wavelet transform; (b) EMD; (c) wavelet transform combined with EMD
    Mass concentration /(mg·m-3SNR /dB
    Original signalWavelet transformEMDWavelet transform combined with EMD
    1.5211.95745796
    3.826.14122116128
    6.0716.54213111310
    11.3828.4317307446
    Table 1. Results of noise reduction of three methods
    Jing Wang, Lifang Zhang, Jusheng Yang, Yanxia Yang, Guanjia Zhao. Noise Reduction of Wavelength-Modulated Signal Based on Wavelet and Empirical Mode Decomposition[J]. Laser & Optoelectronics Progress, 2022, 59(18): 1830003
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