• Acta Optica Sinica
  • Vol. 39, Issue 5, 0530002 (2019)
Shutao Wang*, Xing Wu, Wenhao Zhu, and Mingshan Li
Author Affiliations
  • Key Laboratory of Measurement and Measurement Technology and Instruments, College of Electrical Engineering, Yanshan University, Qinhuangdao, Hebei 066004, China
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    DOI: 10.3788/AOS201939.0530002 Cite this Article Set citation alerts
    Shutao Wang, Xing Wu, Wenhao Zhu, Mingshan Li. Fluorescence Detection of Polycyclic Aromatic Hydrocarbons by Parallel Factor Combined with Support Vector Machine[J]. Acta Optica Sinica, 2019, 39(5): 0530002 Copy Citation Text show less
    Flow chart of PARAFAC combined with SVM
    Fig. 1. Flow chart of PARAFAC combined with SVM
    Contour spectra of different sample solutions. (a) Methanol; (b) ANA; (c) FLU; (d) NAP
    Fig. 2. Contour spectra of different sample solutions. (a) Methanol; (b) ANA; (c) FLU; (d) NAP
    Contour spectra of different sample solutions. (a) Sample 1; (b) sample 3; (c) sample 5; (d) sample 7
    Fig. 3. Contour spectra of different sample solutions. (a) Sample 1; (b) sample 3; (c) sample 5; (d) sample 7
    Fitness curve of PSO optimized SVM parameters
    Fig. 4. Fitness curve of PSO optimized SVM parameters
    Component number analysis. (a) Residual square sum; (b) core consistency; (c) iteration number
    Fig. 5. Component number analysis. (a) Residual square sum; (b) core consistency; (c) iteration number
    No.ANAFLUNAPNo.ANAFLUNAP
    12.71.53.2113.73.43.1
    23.01.82.0123.222.4
    33.72.62.6134.54.13
    44.75.56.2144.64.82.9
    55.07.26.81543.73.5
    64.74.43.8164.86.63.4
    74.95.24.5174.85.93.7
    84.33.31.5184.44.73.6
    95.15.02.8195.56.32.7
    105.86.42.5203.83.53.3
    Table 1. Mass concentration of each sampleg?L-1
    ComponentMass concentration /(μg∙L -1)Recovery rate /%
    ActualPredicted
    5.85.929102.22
    3.73.737101.01
    3.23.293102.92
    4.54.23994.2
    ANA4.64.38995.4
    4.85.095106.15
    4.84.881101.69
    4.44.28997.47
    5.55.582101.5
    3.83.874101.95
    6.46.27498.03
    3.43.32897.89
    21.99299.6
    4.14.231103.19
    FLU4.84.77599.48
    6.66.22894.36
    5.96.015101.94
    4.74.92104.69
    6.36.00995.37
    3.53.727106.49
    2.52.3794.8
    3.13.144101.41
    2.42.36198.36
    32.74791.58
    NAP2.92.62990.65
    3.42.97887.6
    3.73.39991.88
    3.63.621100.59
    2.72.5192.97
    3.33.327100.81
    Table 2. Mass concentration prediction and recovery rates of ANA, FLU and NAP
    Shutao Wang, Xing Wu, Wenhao Zhu, Mingshan Li. Fluorescence Detection of Polycyclic Aromatic Hydrocarbons by Parallel Factor Combined with Support Vector Machine[J]. Acta Optica Sinica, 2019, 39(5): 0530002
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