Wavelet Denoising in Near-Infrared Broadband Cavity-Enhanced Absorption Spectroscopy

被引:5
|
作者
Yao Dan [1 ,2 ]
Zheng Kaiyuan [1 ,2 ]
Liu Zidi [1 ,2 ]
Li Junhao [1 ,2 ]
Zheng Chuantao [1 ,2 ]
Wang Yiding [1 ,2 ]
机构
[1] Jilin Univ, State Key Lab Integrated Optoelect, Coll Elect Sci & Engn, Changchun 130012, Jilin, Peoples R China
[2] Jilin Prov Engn Res Ctr Infrared Gas Sensing Tech, Changchun 130012, Jilin, Peoples R China
关键词
spectroscopy; broadband cavity-enhanced absorption spectroscopy; infrared spectrum; wavelet denoising; gas sensor; TRANSFORM;
D O I
10.3788/AOS201939.0930006
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
In order to effectively suppress the noise in gas detection and improve the inversion precision of gas concentration, we investigate a wavelet denoising algorithm for near-infrared broadband cavity-enhanced gas sensing system. Optimization analysis of wavelet denoising shows that it can achieve the optimal denoising effect by using db2 wavelet function as the wavelet base to perform 6-layer denoising on the polluted signal, and at the same time, by using heursure threshold estimation method and local threshold to zero the noise part wavelet coefficient. The near-infrared broadband cavity-enhanced absorption spectroscopy technique combined with a high-resolution Fourier transform infrared spectrometer is used to establish a gas sensing system for methane detection. The concentration inversion of methane absorption coefficient before and after wavelet denoising is performed using a least square fitting algorithm. Experimental results show that the inversed concentration results with wavelet denoising arc closer to the true value than those without denoising. The inversion accuracy is improved by 7%, the signal-to-noise ratio is increased by 90%, and the system detection limit is reduced by 45%. It is evidenced that the wavelet denoising algorithm can effectively improve the detection accuracy.
引用
收藏
页数:8
相关论文
共 22 条
  • [1] Incoherent broadband cavity enhanced absorption spectroscopy using supercontinuum and superluminescent diode sources
    Aalto, Antti
    Genty, Goery
    Laurila, Toni
    Toivonen, Juha
    [J]. OPTICS EXPRESS, 2015, 23 (19): : 25225 - 25234
  • [2] Trace species detection in the near infrared using Fourier transform broadband cavity enhanced absorption spectroscopy: initial studies on potential breath analytes
    Denzer, W.
    Hancock, G.
    Islam, M.
    Langley, C. E.
    Peverall, R.
    Ritchie, G. A. D.
    Taylor, D.
    [J]. ANALYST, 2011, 136 (04) : 801 - 806
  • [3] Double-range near-infrared acetylene detection using a dual spot-ring Herriott cell (DSR-HC)
    Dong, Ming
    Zheng, Chuantao
    Yao, Dan
    Zhong, Guoqiang
    Miao, Shuzhuo
    Ye, Weilin
    Wang, Yiding
    Tittel, Frank K.
    [J]. OPTICS EXPRESS, 2018, 26 (09): : 12081 - 12091
  • [4] DE-NOISING BY SOFT-THRESHOLDING
    DONOHO, DL
    [J]. IEEE TRANSACTIONS ON INFORMATION THEORY, 1995, 41 (03) : 613 - 627
  • [5] Portable broadband cavity-enhanced spectrometer utilizing Kalman filtering: application to real-time, in situ monitoring of glyoxal and nitrogen dioxide
    Fang, Bo
    Zhao, Weixiong
    Xu, Xuezhe
    Zhou, Jiacheng
    Ma, Xiao
    Wang, Shuo
    Zhang, Weijun
    Venables, Dean S.
    Chen, Weidong
    [J]. OPTICS EXPRESS, 2017, 25 (22): : 26910 - 26922
  • [6] Etalon fringe removal of tunable diode laser multi-pass spectroscopy by wavelet transforms
    Li, Chuanliang
    Guo, Xinqian
    Ji, Wenhai
    Wei, Jilin
    Qiu, Xuanbing
    Ma, Weiguang
    [J]. OPTICAL AND QUANTUM ELECTRONICS, 2018, 50 (07)
  • [7] A Review of Signal Enhancement and Noise Reduction Techniques for Tunable Diode Laser Absorption Spectroscopy
    Li, Jingsong
    Yu, Benli
    Zhao, Weixiong
    Chen, Weidong
    [J]. APPLIED SPECTROSCOPY REVIEWS, 2014, 49 (08) : 666 - 691
  • [8] Wavelet Denoising for Infrared Laser Spectroscopy and Gas Detection
    Mappe-Fogaing, Irene
    Joly, Lilian
    Durry, Georges
    Dumelie, Nicolas
    Decarpenterie, Thomas
    Cousin, Julien
    Parvitte, Bertrand
    Zeninari, Virginie
    [J]. APPLIED SPECTROSCOPY, 2012, 66 (06) : 700 - 710
  • [9] Infrared Acetylene Sensor Based on Orthogonal Lock-In Amplifier and Segmental Fast Fourier Transformation
    Miao Shuzhuo
    Yao Dan
    Zhong Guoqiang
    Dong Ming
    Zheng Chuantao
    Wang Yiding
    [J]. CHINESE JOURNAL OF LASERS-ZHONGGUO JIGUANG, 2018, 45 (09):
  • [10] She P G., 2011, BASED SIGNAL MATCHIN, P16