Spectroscopy and Spectral Analysis, Volume. 42, Issue 9, 2800(2022)

Research on Coal Species Identification Based on Near-Infrared Spectroscopy and Discriminant Analysis

Zi-yun HONG1,*... Cheng-lin YAN2,2;, Hong MIN2,2;, Yan-jun XING1,1; *;, Chen LI2,2; and Shu LIU2,2; *; |Show fewer author(s)
Author Affiliations
  • 11. Chemical Engineering and Biotechnology, Key Laboratory of Science and Technology of Eco-Textile, Ministry of Education, Donghua University, Shanghai 201620, China
  • 22. Technical Center for Industrial Product and Raw Material Inspection and Testing, Shanghai Customs, Shanghai 200135, China
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    Figures & Tables(10)
    Near-infrared spectra of different coals
    (a) The near-infrared spectroscopy of lignite (YNH, FH), bituminous coal (AY, MY) and anthracite (EWY, CWY); (b) The relationship between the absorbance at 10 001 cm-1 and the fixed carbon content
    (a) The XRD spectra of lignite (YNH, FH), bituminous coal (AY, MY) and anthracite (EWY, CWY); (b) Gaussian fitting curve of γ peak and 002 peak of EWY coal sample in 2θ range of 10°~35°
    (a) The relationship between the fa and the H/C; (b) The relationship between the spectral slope and the fa
    (a) Cumulative contribution rate of PCs; Loading plot of (b) PC1 (98.11%), (c) PC2 (1.708%)
    (a) Discriminant function (F1, F2) decentralized point map; (b) Correlation coefficient of each variable in the discriminant function (F1, F2)
    • Table 1. Summary of the number of experimental samples

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      Table 1. Summary of the number of experimental samples

      煤种国别样品数建模集测试集总计
      烟煤俄罗斯7217374247
      澳大利亚95
      印度尼西亚29
      蒙古30
      加拿大15
      哈萨克斯坦6
      褐煤印度尼西亚1269440134
      菲律宾8
      无烟煤俄罗斯1521829
      越南9
      朝鲜5
    • Table 2. Proximate analyse and ultimate analyses of lignite (YNH, FH), bituminous coal (AY, MY) and anthracite (EWY, CWY)

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      Table 2. Proximate analyse and ultimate analyses of lignite (YNH, FH), bituminous coal (AY, MY) and anthracite (EWY, CWY)

      近似分析
      (db, Wt%)
      最终分析
      (daf, Wt%)
      H/C
      水分挥发分固定碳CH
      YNH19.3538.2824.3467.123.190.570
      FH10.1235.2724.1461.373.940.770
      AY6.9423.6939.0762.452.890.555
      MY1.1514.5665.3675.453.560.566
      EWY6.072.7184.9976.183.330.525
      CWY2.775.3861.6082.453.190.464
    • Table 3. Structure parameters of XRD

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      Table 3. Structure parameters of XRD

      样品γ002峰fa
      峰位峰面积半峰
      全宽
      峰位峰面积半峰
      全宽
      YNH18.335 150.669.5224.045 116.697.580.498
      FH19.167 480.888.6624.712 672.725.90.263
      AY21.583 524.845.9225.736 763.854.240.657
      MY20.281 056.223.9325.018 302.364.680.887
      EWY19.381 102.794.7325.5610 095.724.730.902
      CWY19.571 923.675.1725.8618 423.645.170.905
    • Table 4. Discrimination accuracy (%)

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      Table 4. Discrimination accuracy (%)

      建模样品集交叉验证测试样品集
      烟煤98.397.797.3
      褐煤95.795.7100
      无烟煤100100100
      9897.899.1
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    Zi-yun HONG, Cheng-lin YAN, Hong MIN, Yan-jun XING, Chen LI, Shu LIU. Research on Coal Species Identification Based on Near-Infrared Spectroscopy and Discriminant Analysis[J]. Spectroscopy and Spectral Analysis, 2022, 42(9): 2800

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    Paper Information

    Category: Research Articles

    Received: Jul. 26, 2021

    Accepted: Nov. 9, 2021

    Published Online: Nov. 17, 2022

    The Author Email: HONG Zi-yun (1772282817@qq.com)

    DOI:10.3964/j.issn.1000-0593(2022)09-2800-07

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