Chinese Journal of Lasers, Volume. 44, Issue 11, 1111003(2017)

Application of Wavelet Threshold Denoising Technique in Expired Gas Analysis Based on Laser Spectroscopy

Zhou Chao, Liu Ningwu, He Tianbo, Zhou Sheng, Zhang Lei, and Li Jinsong*
Author Affiliations
  • [in Chinese]
  • show less
    Figures & Tables(8)
    Schematic of the multi-resolution wavelet denoising
    Transmission spectra after processing by various threshold methods. (a) Original signal; (b) noise signal; (c) transmission spectrum after processing by hard threshold method; (d) transmission spectrum after processing by soft threshold method; (e) transmission spectrum after processing by index eclectic method; (f) transmission spectrum after processing by high-order approximation method
    SNR as a function of decomposition depth for different wavelet families. (a) db family; (b) sym family; (c) bior family; (d) rbio family
    Schematic of experimental setup for expired gas diagnosis
    Transmission spectra of indoor air without (a) and with (b) expired gas, as well as the corresponding results after wavelet denoising
    Real-time concentration of different components of indoor air and expired gases from different volunteers. (a) H2O; (b) N2O and CO
    • Table 1. Signal to noise ratio (SNR) after processing by various threshold processing methods

      View table

      Table 1. Signal to noise ratio (SNR) after processing by various threshold processing methods

      Threshold processing methodMaximal SNR /dBOptimal decomposition depth
      Hard threshold16.6245
      Soft threshold15.8484
      Index eclectic method17.0305
      High-order approximation method15.5484
    • Table 2. The best denoising result and the corresponding decomposition depth obtained from different wavelet basis functions

      View table

      Table 2. The best denoising result and the corresponding decomposition depth obtained from different wavelet basis functions

      Wavelet basis functionRSN /dBDecomposition depthWavelet basis functionRSN /dBDecomposition depth
      db817.1085bior3.917.4926
      sym418.3746bior4.418.6346
      sym617.7185bior5.517.6816
      coif217.0625rbio1.317.1485
      bior2.418.0706rbio2.417.3316
      bior2.617.7586rbio4.417.4596
      bior2.818.2827rbio5.517.5456
    Tools

    Get Citation

    Copy Citation Text

    Zhou Chao, Liu Ningwu, He Tianbo, Zhou Sheng, Zhang Lei, Li Jinsong. Application of Wavelet Threshold Denoising Technique in Expired Gas Analysis Based on Laser Spectroscopy[J]. Chinese Journal of Lasers, 2017, 44(11): 1111003

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category: Spectroscopy

    Received: Jun. 7, 2017

    Accepted: --

    Published Online: Nov. 17, 2017

    The Author Email: Jinsong Li (jingsong_li@ahu.edu.cn)

    DOI:10.3788/CJL201744.1111003

    Topics