Influence of coal blending on ash fusion characteristics for coal with high ash fusion temperature
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摘要: 采用灰熔点较低的襄阳煤和灰熔点较高的晋城无烟煤组成的混合煤样,利用XRF、SEM、DSC、XRD、三元相图等分析方法,探究了襄阳煤对晋城无烟煤煤灰熔融温度的影响。结果表明,配煤能有效降低高熔点煤灰的熔融温度,当襄阳煤的加入量小于24%时,混合煤灰熔融温度显著降低;襄阳煤的加入量在24%-40%时,混合煤灰熔融温度变化平缓且流动温度低于1 400℃。混合煤灰中的成分在1 000-1 200℃发生一系列的化学反应,主要包括SiO2与Al2O3结合产生高熔点物质莫来石以及Fe2O3、CaO与莫来石反应转化形成铁尖晶石、钙长石等新物质,由此造成了煤灰熔融温度的变化。基于BP神经网络对实验数据建立预测模型,其预测效果优于前人总结的经验公式,平均准确度高于99%。利用热力学软件HSC 5.0分析了CaO、Fe2O3对降低煤灰熔融温度的影响,分析表明,CaO对莫来石的转化作用优于Fe2O3。Abstract: Xiangyang coal with low ash fusion temperature (AFT) and Jincheng coal with high AFT were used to prepare the blending samples. The influence of Xiangyang coal addition on AFT of Jincheng coal was explored by XRF, SEM, DSC, XRD, and ternary phase diagram analysis. The results show that blending coal can reduce the AFT effectively. The AFT of blending coal is lowered significantly when the adding amount of Xiangyang coal is lower than 24%. Whereas, when the adding amount is between 24% and 40%, AFT of the mixed coal has a slight change and the ash flow temperature is below 1 400℃. A series of chemical reactions among ash composition of mixed coal occur at 1 000-1 200℃, mainly including formation of high melting point compound (mullite) from SiO2 with A12O3, and that of low melting point compounds (anorthite and hercynite) from the reactions between mullite and CaO or Fe2O3. The above reactions mainly cause the changes of ash fusion temperature in blending coal. Based on BP neural network, a prediction model of ash fusion temperature was built. It is proved that the prediction average accuracy by BP neural network is higher than 99%, which is better than that of a previous empirical formula. Furthermore, analysis by thermodynamics software (HSC 5.0) shows that mullite prefers to react with CaO rather than Fe2O3.
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Key words:
- coal blending /
- ash fusion temperature /
- BP neural network
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图 6 不同含量的襄阳煤在1100℃(a)、1200℃(b)、1350℃(c) 的XRD谱图
Figure 6 XRD pattern of different quantity of Xiangyang coal ash at 1100℃(a), 1200℃ (b) and 1350℃(c)
1: quartz, SiO2; 2: rankinite, Ca3Si2O7; 3: mullite, Al6Si2O13; 4: anorthite, CaAl2Si2O8; 5: sillimanite, Al2SiO5; 6: anhydrite, CaSO4; 7: mayenite, Ca12Al14O33; 8: calcium iron oxide, CaO·Fe3O4; 9: alumina, Al2O3; 10: fayalite, Fe2SiO4; 11: calcium iron oxide, CaO·Fe2O3; 12: hercynite, FeAl2O4; 13: yeelimite, Ca4Al6O12SO4; 14: clinotobermorite, Ca5Si6O17 JC: Jincheng coal; XY: Xiangyang coal
图 7 不同温度下30%襄阳煤 (a) 和20%襄阳煤 (b) 的XRD谱图
Figure 7 XRD patterns of 30% Xiangyang coal ash (a) and 20% Xiangyang coal ash (b) at different temperatures
1: quartz, SiO2; 2: rankinite, Ca3Si2O7; 3: mullite, Al6Si2O13; 4: anorthite, CaAl2Si2O8; 5: sillimanite, Al2SiO5; 6: anhydrite, CaSO4; 7: mayenite, Ca12Al14O33; 8: calcium iron oxide, CaO·Fe3O4; 9: alumina, Al2O3; 10: fayalite, Fe2SiO4; 11: calcium iron oxide, CaO·Fe2O3; 12: hercynite, FeAl2O4; 13: yeelimite, Ca4Al6O12SO4; 14:clinotobermorite, Ca5Si6O17
表 1 晋城无烟煤和襄阳煤的工业分析与元素分析
Table 1 Proximate and ultimate analysis of coal samples
Coal sample Proximate analysis wad/% Ultimate analysis w/% M A V FC C H N S O* Jincheng 1.17 17.40 9.08 72.35 73.31 2.87 1.07 0.79 3.39 Xiangyang 10.06 13.36 34.04 42.54 49.63 3.76 0.70 0.28 22.21 *: by difference 表 2 晋城无烟煤和襄阳煤的煤灰成分分析
Table 2 Ash composition of coal samples
Coal sample Ash composition w/% SiO2 A12O3 Fe2O3 CaO MgO SO3 K2O Na2O TiO2 P2O3 Jincheng 47.00 33.55 7.99 5.16 1.60 2.92 0.38 0.46 0.85 0.01 Xiangyang 31.06 14.32 18.95 28.62 2.98 0.99 2.08 0.20 0.74 0.16 表 3 不同质量的襄阳煤与晋城无烟煤组成的混合煤灰的酸碱比
Table 3 Ratio of acid to alkali in blending ash with addition of Xiangyang coal into Jincheng coal
Xiangyang coal w/% 0 10 20 24 26 28 30 32 34 36 40 50 100 Ratio of acid to alkali (A/B) 5.22 4.32 3.51 3.25 3.15 3.04 2.94 2.82 2.74 2.63 2.47 2.08 0.87 Ratio of acid to alkali (x) 5.52 4.42 3.69 3.41 3.31 3.20 3.08 2.97 2.88 2.76 2.59 2.18 0.91 note: $\begin{align} & \text{A/B=}\frac{\text{Si}{{\text{O}}_{2}}\text{+A}{{\text{l}}_{2}}{{\text{O}}_{3}}\text{+Ti}{{\text{O}}_{2}}}{\text{F}{{\text{e}}_{2}}{{\text{O}}_{3}}\text{+CaO+}{{\text{K}}_{2}}\text{O+MgO+N}{{\text{a}}_{2}}\text{O}};x=\frac{\text{Si}{{\text{O}}_{2}}\text{+A}{{\text{l}}_{2}}{{\text{O}}_{3}}\text{+Ti}{{\text{O}}_{2}}}{\text{F}{{\text{e}}_{2}}{{\text{O}}_{3}}\text{+CaO}+\text{MgO}} \\ & \\ \end{align}$ 表 4 经验公式和BP神经网络的预测准确度
Table 4 Forecast precision of empirical formulas and BP neural network
Prediction models (1) (2) (3) BP K /% 92.68 97.40 95.06 99.12 Kmin/% 91.15 96.26 93.46 98.17 -
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