Yang XIANG, Shi-bo WANG, Shi-rong GE, Sai-ya WANG, Yue ZHOU, Yuan-bo LÜ, and En YANG
Fig. 1. Dust-near infrared spectroscopy experimental device
Fig. 2. Spectra of 23 coal and rock samples
(a): 11 typical coal measures samples(b): 12 typical coal samples
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
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
Fig. 5. Angle cosine between experimental samples and standard samples
Fig. 6. Correlation between experimental samples and standard samples
Fig. 7. Processed standard spectral database by SG+SNV
(a): Typical coal measures samples;(b): Typical coal samples
Fig. 8. Angle cosine between experiment samples and standard samples
Fig. 9. Correlation coefficient between experimental samples and standard samples
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 |
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600 | 0.28 | 1 000 | 0.48 | 1 500 | 0.72 | 3 000 | 1.44 |
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Table 1. Experimental dust injection
样本编号 | 样本类型 | 样本类别 | 产地及煤矿 |
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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 |
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Table 2. Experimental samples table
样本类型 | 样本序号 | 实验浓度/(mg·m-3) |
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样本2 无烟煤2号 | 1 | 600 | 2 | 1 000 | 3 | 1 500 | 4 | 3 000 | 样本10 气煤 | 5 | 600 | 6 | 1 000 | 7 | 1 500 | 8 | 3 000 | 样本12 褐煤2号 | 9 | 600 | 10 | 1 000 | 11 | 1 500 | 12 | 3 000 | 样本17 砂质页岩2号 | 13 | 600 | 14 | 1 000 | 15 | 1 500 | 16 | 3 000 | 样本20 粉砂岩1号 | 17 | 600 | 18 | 1 000 | 19 | 1 500 | 20 | 3 000 | 样本23 泥质灰岩2号 | 21 | 600 | 22 | 1 000 | 23 | 1 500 | 24 | 3 000 |
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Table 3. Sample table for coal rock cluster analysis
识别算法 | T/ms | P/% |
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光谱角度匹配 | 8 | 100 | 相关系数 | 852 | 87.5 |
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Table 4. Coal and rock identification results of two models