• Spectroscopy and Spectral Analysis
  • Vol. 40, Issue 11, 3430 (2020)
Yang XIANG, Shi-bo WANG, Shi-rong GE, Sai-ya WANG, Yue ZHOU, Yuan-bo LÜ, and En YANG
Author Affiliations
  • School of Mechanical and Electrical Engineering, China University of Mining and Technology (Xuzhou), Xuzhou 221116, China
  • show less
    DOI: 10.3964/j.issn.1000-0593(2020)11-3430-08 Cite this Article
    Yang XIANG, Shi-bo WANG, Shi-rong GE, Sai-ya WANG, Yue ZHOU, Yuan-bo LÜ, En YANG. Study on Near-Infrared Spectrum Features and Identification Methods of Typical Coal-Rock in Dust Environment[J]. Spectroscopy and Spectral Analysis, 2020, 40(11): 3430 Copy Citation Text show less
    Dust-near infrared spectroscopy experimental device
    Fig. 1. Dust-near infrared spectroscopy experimental device
    Spectra of 23 coal and rock samples(a): 11 typical coal measures samples(b): 12 typical coal samples
    Fig. 2. Spectra of 23 coal and rock samples
    (a): 11 typical coal measures samples(b): 12 typical coal samples
    Near-infrared spectroscopy of different dust concentrations in typical coal samples(a): Sample 2, anthracite No.2;(b): Sample 10, gas coal;(c): Sample 12, lignite coal
    Fig. 3. Near-infrared spectroscopy of different dust concentrations in typical coal samples
    (a): Sample 2, anthracite No.2;(b): Sample 10, gas coal;(c): Sample 12, lignite coal
    Near-infrared spectra of different dust concentrations in typical rock samples(a): Sample 17, sandy shale No.2;(b): Sample 20, siltstone No.1;(c): Sample 23, argillaceous limestone No.2
    Fig. 4. Near-infrared spectra of different dust concentrations in typical rock samples
    (a): Sample 17, sandy shale No.2;(b): Sample 20, siltstone No.1;(c): Sample 23, argillaceous limestone No.2
    Angle cosine between experimental samples and standard samples
    Fig. 5. Angle cosine between experimental samples and standard samples
    Correlation between experimental samples and standard samples
    Fig. 6. Correlation between experimental samples and standard samples
    Processed standard spectral database by SG+SNV(a): Typical coal measures samples;(b): Typical coal samples
    Fig. 7. Processed standard spectral database by SG+SNV
    (a): Typical coal measures samples;(b): Typical coal samples
    Angle cosine between experiment samples and standard samples
    Fig. 8. Angle cosine between experiment samples and standard samples
    Correlation coefficient between experimental samples and standard samples
    Fig. 9. Correlation coefficient between experimental samples and standard samples
    Coal and rock identification results of experimental samples by two recognition models(a): Spectral angle matching (SAM);(b): Pearson correlation coefficient
    Fig. 10. Coal and rock identification results of experimental samples by two recognition models
    (a): Spectral angle matching (SAM);(b): Pearson correlation coefficient
    粉尘浓度/(mg·m-3)粉尘注入量/g
    6000.28
    1 0000.48
    1 5000.72
    3 0001.44
    Table 1. Experimental dust injection
    样本编号样本类型样本类别产地及煤矿
    1无烟煤无烟煤1号宁夏汝其沟煤矿
    2无烟煤无烟煤2号山西新景煤矿
    3烟煤贫煤山东东风煤矿
    4烟煤贫瘦煤山东东风煤矿
    5烟煤瘦煤山东埠村煤矿
    6烟煤焦煤山西马兰煤矿
    7烟煤肥煤山东曹庄煤矿
    8烟煤1/3焦煤山东八一煤矿
    9烟煤气肥煤山东茅庄煤矿
    10烟煤气煤山东兴隆庄煤矿
    11褐煤褐煤1号山东五图煤矿
    12褐煤褐煤2号吉林舒兰煤矿
    13页岩碳质页岩山西马兰煤矿
    14页岩黑色页岩1号山西马兰煤矿
    15页岩黑色页岩2号山西新景煤矿
    16页岩沙质页岩1号山东东风煤矿
    17页岩沙质页岩2号山东兴隆庄煤矿
    18砂岩中粒砂岩山东东风煤矿
    19砂岩细砂岩山东东风煤矿
    20砂岩粉砂岩1号山西马兰煤矿
    21砂岩粉砂岩2号山东兴隆庄煤矿
    22灰岩泥质灰岩1号山东兴隆庄煤矿
    23灰岩泥质灰岩2号山东兴隆庄煤矿
    Table 2. Experimental samples table
    样本类型样本序号实验浓度/(mg·m-3)
    样本2
    无烟煤2号
    1600
    21 000
    31 500
    43 000
    样本10
    气煤
    5600
    61 000
    71 500
    83 000
    样本12
    褐煤2号
    9600
    101 000
    111 500
    123 000
    样本17
    砂质页岩2号
    13600
    141 000
    151 500
    163 000
    样本20
    粉砂岩1号
    17600
    181 000
    191 500
    203 000
    样本23
    泥质灰岩2号
    21600
    221 000
    231 500
    243 000
    Table 3. Sample table for coal rock cluster analysis
    识别算法T/msP/%
    光谱角度匹配8100
    相关系数85287.5
    Table 4. Coal and rock identification results of two models
    Yang XIANG, Shi-bo WANG, Shi-rong GE, Sai-ya WANG, Yue ZHOU, Yuan-bo LÜ, En YANG. Study on Near-Infrared Spectrum Features and Identification Methods of Typical Coal-Rock in Dust Environment[J]. Spectroscopy and Spectral Analysis, 2020, 40(11): 3430
    Download Citation