• Laser & Optoelectronics Progress
  • Vol. 57, Issue 15, 153003 (2020)
Liang Liang*, Jianhua Zhang, and Zhiqiang Hu
Author Affiliations
  • School of Mechanical & Electrical Engineering, Xuzhou University of Technology, Xuzhou, Jiangsu 221018, China
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    DOI: 10.3788/LOP57.153003 Cite this Article Set citation alerts
    Liang Liang, Jianhua Zhang, Zhiqiang Hu. Quantitative Analysis of Concentration of Dense Phase Pulverized Coal Using Terahertz Time-Domain Spectroscopy[J]. Laser & Optoelectronics Progress, 2020, 57(15): 153003 Copy Citation Text show less
    Optical path of THz time-domain spectral system
    Fig. 1. Optical path of THz time-domain spectral system
    Terahertz absorption coefficients of coal samples at different concentrations
    Fig. 2. Terahertz absorption coefficients of coal samples at different concentrations
    Variable selection results of GA-PLS-R. (a) Number of variables as a function of RMSEC; (b) statistical frequency of selected variables
    Fig. 3. Variable selection results of GA-PLS-R. (a) Number of variables as a function of RMSEC; (b) statistical frequency of selected variables
    Results of sample prediction set obtained by three methods. (a) GA-PLS-R; (b) biPLS-R; (c) iPLS-R
    Fig. 4. Results of sample prediction set obtained by three methods. (a) GA-PLS-R; (b) biPLS-R; (c) iPLS-R
    SampleMass of HDPE mh /mgMass of coal mc /mgThickness of sheet ht /mmVolume concentration vc /%
    HDPE60.2-0.514-
    Coal #159.32.10.5342.10
    Coal #260.13.90.5323.92
    Coal #360.35.40.5405.34
    Coal #460.57.10.5417.01
    Coal #559.210.20.54110.07
    Coal #659.713.60.54313.38
    Coal #760.914.90.55014.48
    Coal #860.417.10.55216.55
    Table 1. Measurement data of sample sheets
    ModelingmethodIntervalNumber oflatentvariablesFrequencyrangef /THz
    93.19-3.39
    iPLS-R251.71-1.92
    42.14-2.36
    62.58-2.80
    biPLS-R1153.59-3.79
    154.38-4.56
    Table 2. Variable selection results of iPLS and biPLS
    Modeling methodNumber of latentvariablesRc2Rp2RMSECRMSEP
    GA-PLS-R70.95850.95681.01391.0345
    iPLS-R50.83730.76332.47432.1524
    biPLS-R50.92800.90721.18431.2761
    Table 3. Comparison of regression modeling results
    Liang Liang, Jianhua Zhang, Zhiqiang Hu. Quantitative Analysis of Concentration of Dense Phase Pulverized Coal Using Terahertz Time-Domain Spectroscopy[J]. Laser & Optoelectronics Progress, 2020, 57(15): 153003
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