• Laser & Optoelectronics Progress
  • Vol. 59, Issue 19, 1930003 (2022)
Qingxiao Ma, Chun Li, Tianying Li, and Ling Jiang*
Author Affiliations
  • College of Information Science and Technology, Nanjing Forestry University, Nanjing 210037, Jiangsu , China
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    DOI: 10.3788/LOP202259.1930003 Cite this Article Set citation alerts
    Qingxiao Ma, Chun Li, Tianying Li, Ling Jiang. Quantitative Analysis of Binary and Ternary Mixtures Based on Terahertz Spectroscopy and Machine Learning Algorithm[J]. Laser & Optoelectronics Progress, 2022, 59(19): 1930003 Copy Citation Text show less
    Triangle diagram of food additive mixture sample preparation
    Fig. 1. Triangle diagram of food additive mixture sample preparation
    Absorbance spectra of mixtures of benzoic acid and xylitol
    Fig. 2. Absorbance spectra of mixtures of benzoic acid and xylitol
    Quantitative analysis results of binary food additive mixtures. (a) Quantitative analysis results of binary mixtures of benzoic acid and xylitol; (b) quantitative analysis results of binary mixtures of benzoic acid and sorbic acid; (c) quantitative analysis results of binary mixtures of sorbic acid and xylitol
    Fig. 3. Quantitative analysis results of binary food additive mixtures. (a) Quantitative analysis results of binary mixtures of benzoic acid and xylitol; (b) quantitative analysis results of binary mixtures of benzoic acid and sorbic acid; (c) quantitative analysis results of binary mixtures of sorbic acid and xylitol
    Absorbance spectra of benzoic acid, sorbic acid, xylitol, and ternary mixture
    Fig. 4. Absorbance spectra of benzoic acid, sorbic acid, xylitol, and ternary mixture
    Quantitative analysis results of benzoic acid in ternary food additive mixtures
    Fig. 5. Quantitative analysis results of benzoic acid in ternary food additive mixtures
    AnalyteModelCalibration setsPrediction sets
    RERMSE /%RERMSE /%
    Benzoic acidPLS0.9402.610.9193.76
    BPNN0.9811.630.9672.02
    LS-SVM0.9881.300.9771.82
    Sorbic acidPLS0.9322.810.9054.26
    BPNN0.9612.060.9472.49
    LS-SVM0.9941.060.9861.34
    XylitolPLS0.9273.060.9143.91
    BPNN0.9861.270.9851.52
    LS-SVM0.9951.040.9901.21
    Table 1. Quantitative analysis results of various food additives in ternary mixture
    Qingxiao Ma, Chun Li, Tianying Li, Ling Jiang. Quantitative Analysis of Binary and Ternary Mixtures Based on Terahertz Spectroscopy and Machine Learning Algorithm[J]. Laser & Optoelectronics Progress, 2022, 59(19): 1930003
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