Laser & Optoelectronics Progress, Volume. 58, Issue 16, 1630004(2021)

Classification and Recognition of Disposable Masks Based on Raman Spectroscopy and Machine Learning

Jinkun Liu1, Chunyu Li1、*, Hang Lü1, Weigang Kong2, Wei Sun1, and Gefei Zhang1
Author Affiliations
  • 1School of Investigation, People's Public Security University of China, Beijing 100038, China
  • 2Institute of Criminal Science and Technology, Zhengzhou Public Security Bureau, Zhengzhou, Henan 450000, China
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    References(17)

    [1] Zhang H X, Cao H H, Zhang X et al. Near infrared quantitative analysis of fiber contents of polyamide/spandex knitted underwear fabric[J]. Knitting Industries, 82-85(2020).

    [2] Li H Y, Liu W, Cheng X Q et al. Identification of elastic fibers by infrared spectroscopy, Raman spectroscopy, and pyrolysis gas chromatography-mass spectrometry[J]. Textile Testing and Standard, 6, 13-16(2020).

    [3] Wei Z H, Li W X, Du Y J et al. Establishment and application of fabrics attenuated total reflection Fourier transform infrared spectroscopy spectrum library[J]. Journal of Textile Research, 40, 64-68(2019).

    [4] Jin X K, Tian W, Zhu W J et al. Qualitative identification of textile chemical composition based on hyperspectral imaging system[J]. Journal of Textile Research, 39, 50-57(2018).

    [5] Hu W, Ye S, Zhang Y J et al. Machine learning protocol for surface-enhanced Raman spectroscopy[J]. The Journal of Physical Chemistry Letters, 10, 6026-6031(2019).

    [6] Li G W, Gao X H, Xiao N W et al. Estimation of soil organic matter content based on characteristic variable selection and regression methods[J]. Acta Optica Sinica, 39, 0930002(2019).

    [7] Xu H D, Lin L L, Li Z et al. Nephrite origin identification based on Raman spectroscopy and pattern recognition algorithms[J]. Acta Optica Sinica, 39, 0330001(2019).

    [8] Li C Y, Liu J K, Jiang H et al. Identification of X-ray fluorescent spectral paper ashes based on support vector machine algorithm[J]. Laser & Optoelectronics Progress, 58, 0330006(2021).

    [9] Sampaio P S, Castanho A, Almeida A S et al. Identification of rice flour types with near-infrared spectroscopy associated with PLS-DA and SVM methods[J]. European Food Research and Technology, 246, 527-537(2020).

    [10] Hu X, Wu R M, Zhu X Y et al. Fast detection of chlorpyrifos residues in tea via surface-enhanced Raman spectroscopy combined with two-dimensional correlation spectroscopy[J]. Acta Optica Sinica, 39, 0730001(2019).

    [11] He X L, Wang J F, He Y et al. Infrared spectroscopy identification of plastic steel windows based on Bayes discrimination analysis[J]. Laser Journal, 40, 33-37(2019).

    [12] Wen C P, Bai Y Y, Zeng J J et al. Bayes discriminant analysis method of natural grassland classification[J]. Chinese Journal of Grassland, 38, 50-55(2016).

    [13] Zhou S, Shen C Y, Zhang L et al. Dual-optimized adaptive Kalman filtering algorithm based on BP neural network and variance compensation for laser absorption spectroscopy[J]. Optics Express, 27, 31874-31888(2019).

    [14] Ershat A, Baidengsha M, Mamat S et al. Combined estimation of chlorophyll content in cotton canopy based on hyperspectral parameters and back propagation neural network[J]. Acta Optica Sinica, 39, 0930003(2019).

    [15] Song H S, Ma L Z, Wang Y F et al. Recognition of formaldehyde, methanol based on PCA-BP neural network[J]. Laser & Optoelectronics Progress, 57, 071201(2020).

    [16] Cai Y, Su M X, Cai X S. Method for mixed-particle classification based on convolutional neural network[J]. Acta Optica Sinica, 39, 0712002(2019).

    [17] Liu J X, Du B, Deng Y Q et al. Terahertz-spectral identification of organic compounds based on differential PCA-SVM method[J]. Chinese Journal of Lasers, 46, 0614039(2019).

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    Jinkun Liu, Chunyu Li, Hang Lü, Weigang Kong, Wei Sun, Gefei Zhang. Classification and Recognition of Disposable Masks Based on Raman Spectroscopy and Machine Learning[J]. Laser & Optoelectronics Progress, 2021, 58(16): 1630004

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    Paper Information

    Category: Spectroscopy

    Received: Aug. 24, 2020

    Accepted: Sep. 22, 2020

    Published Online: Aug. 17, 2021

    The Author Email: Chunyu Li (lichunyu@ppsuc.edu.cn)

    DOI:10.3788/LOP202158.1630004

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