Chinese Journal of Lasers, Volume. 51, Issue 5, 0514001(2024)

Quantitative Detection of Multi‑Component Rubber Additives Based on Terahertz Spectral Data Fusion

Xianhua Yin1,2, Huicong Chen1,2, and Huo Zhang1,2、*
Author Affiliations
  • 1School of Electronic Engineering and Automation, Guilin University of Electronic Science and Technology, Guilin 541004, Guangxi , China
  • 2Guangxi Key Laboratory of Automatic Detection Technology and Instrument, Guilin 541004, Guangxi , China
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    References(32)

    [1] Chen H. Application of organic zinc instead of indirect zinc oxide in tire tread compound[J]. China Rubber, 32, 45-48(2016).

    [2] Li S J. Structure and composition analysis of rubber additives[J]. Rubber Science and Technology, 12, 47-50(2014).

    [3] Yin X H, Feng M L, Jiang Y et al. Quantitative analysis of the 2-mercaptobenzothiazole based on terahertz time-domain spectroscopy and an improved support vector regression[J]. Infrared Physics & Technology, 119, 103953(2021).

    [4] Ma Q X, Li C, Li T Y et al. Quantitative analysis of binary and ternary mixtures based on terahertz spectroscopy and machine learning algorithm[J]. Laser & Optoelectronics Progress, 59, 1930003(2022).

    [5] Hu J, Liu Y D, Sun X D et al. Quantitative determination of benzoic acid in flour based on terahertz time-domain spectroscopy and BPNN model[J]. Laser & Optoelectronics Progress, 57, 073002(2020).

    [6] Shao Y N, Liu J L, Zhu Z et al. Quantitative detection on metabolites of Haematococcus pluvialis by terahertz spectroscopy[J]. Computers and Electronics in Agriculture, 186, 106223(2021).

    [7] Liu Y D, Li M P, Hu J et al. Identification of coffee-bean varieties using terahertz detection technology[J]. Laser & Optoelectronics Progress, 58, 1630002(2021).

    [8] Rao J Q, Chen L Y, Bai P P et al. Identification of four origins of curcuma based on terahertz time-domain spectroscopy[J]. Laser & Optoelectronics Progress, 58, 2200002(2021).

    [9] Cao Y Y, Li X, Bai J P et al. Qualitative and quantitative detection of pefloxacin and fleroxacin antibiotics based on THz-TDS technology[J]. Spectroscopy and Spectral Analysis, 42, 1798-1803(2022).

    [10] Komatsu M, Izutsu T, Ohki Y et al. Terahertz spectroscopic analysis of ethylene-propylene-diene copolymer[C], 338-341(2014).

    [11] Ma Q X, Teng Y, Li C et al. Simultaneous quantitative determination of low-concentration ternary pesticide mixtures in wheat flour based on terahertz spectroscopy and BPNN[J]. Food Chemistry, 377, 132030(2022).

    [12] Sun Y W, Huang J L, Shan L X et al. Quantitative analysis of bisphenol analogue mixtures by terahertz spectroscopy using machine learning method[J]. Food Chemistry, 352, 129313(2021).

    [13] Yin X H, Guo C, Li A et al. Application of Zernike moment in terahertz spectrum quantitative analysis of rubber additives[J]. Spectroscopy and Spectral Analysis, 39, 2725-2731(2019).

    [14] Chen T, Li Z, Mo W et al. Simultaneous quantitative determination of multicomponents in tablets based on terahertz time-domain spectroscopy[J]. Spectroscopy and Spectral Analysis, 33, 1220-1225(2013).

    [15] Chen T, Cai Z H, Hu F R et al. A study of terahertz spectra of monosaccharides and disaccharides with structural similarities[J]. Spectroscopy and Spectral Analysis, 39, 686-692(2019).

    [16] Wang Q C, Wang J C, Wang X et al. Feasibility of applying terahertz wave to detect target covered with photonic crystal coating[J]. Chinese Journal of Luminescence, 38, 248-253(2017).

    [17] Yang X H, Li Y P, Wang L et al. Determination of 10-HDA in royal jelly by ATR-FTMIR and NIR spectral combining with data fusion strategy[J]. Optik, 203, 164052(2020).

    [18] Sanaeifar A, Li X L, He Y et al. A data fusion approach on confocal Raman microspectroscopy and electronic nose for quantitative evaluation of pesticide residue in tea[J]. Biosystems Engineering, 210, 206-222(2021).

    [19] Wei C J, Wang J F, Fan L Y et al. Identification of automobile lampshade based on spectral data fusion technology and artificial neural network[J]. China Plastics, 34, 59-64(2020).

    [20] Zhou K P. Model and experimental study on water quality COD detection based on multi-spectral information fusion[D], 61-23(2017).

    [21] Chen D, Luo W X, Huang Z X et al. Adulterated milk powder diagnosis method based on multi-spectra fusion[J]. Nanotechnology and Precision Engineering, 15, 384-388(2017).

    [22] Wu X M, Zhang Q Z, Wang Y Z. Traceability of wild Paris polyphylla Smith var. yunnanensis based on data fusion strategy of FT-MIR and UV-Vis combined with SVM and random forest[J]. Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy, 205, 479-488(2018).

    [23] Yin X H, Chen H C, Li A et al. Quantitative analysis of textile delusterant based on terahertz spectral and data fusion strategies[J]. Infrared Physics & Technology, 125, 104293(2022).

    [24] Zhu J Y, Fan X, Han L et al. Quantitative analysis of caprolactam in sauce-based food using infrared spectroscopy combined with data fusion strategies[J]. Journal of Food Composition and Analysis, 104, 104130(2021).

    [25] Li Y, Huang Y, Xia J J et al. Quantitative analysis of honey adulteration by spectrum analysis combined with several high-level data fusion strategies[J]. Vibrational Spectroscopy, 108, 103060(2020).

    [26] Jin H F. Study on nondestructive testing of cocoon quality based on spectrum and hyperspectral image technology[D], 20-21(2013).

    [27] Cortes C, Vapnik V. Support-vector networks[J]. Machine Learning, 20, 273-297(1995).

    [28] Wang S J. Research on pattern recognition based on spectral analysis and image processing[D], 20-21(2013).

    [29] Zhang H L, Ye Q, Luo W et al. Classification of fish freshness based on LS-SVM and hyperspectra imaging technology[J]. Journal of East China Jiaotong University, 34, 105-111(2017).

    [30] Li H B. Study on quality detection model of Korean pine nuts based on near infrared spectroscopy[D], 74-77(2021).

    [31] Zhang H. Study on detection method of traditional Chinese medicine based on terahertz time domain spectroscopy[D], 75-76(2018).

    [32] Zhou L, Zhang C, Qiu Z J et al. Information fusion of emerging non-destructive analytical techniques for food quality authentication: a survey[J]. TrAC Trends in Analytical Chemistry, 127, 115901(2020).

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    Xianhua Yin, Huicong Chen, Huo Zhang. Quantitative Detection of Multi‑Component Rubber Additives Based on Terahertz Spectral Data Fusion[J]. Chinese Journal of Lasers, 2024, 51(5): 0514001

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    Paper Information

    Category: terahertz technology

    Received: May. 8, 2023

    Accepted: Jul. 25, 2023

    Published Online: Feb. 19, 2024

    The Author Email: Huo Zhang (cpxu_ck@163.com)

    DOI:10.3788/CJL230807

    CSTR:32183.14.CJL230807

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