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基于图像特征提取的煤浆灰分预测模型改进设计
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作者 张文军 《煤化工》 CAS 2023年第4期133-137,共5页
针对煤浆灰分测量难度大、预测精度低的问题,提出了一种基于图像特征提取的煤浆灰分预测模型的改进设计方案。该方法分别从图像灰度均值、方差、能量等六个指标中提取煤浆的特征向量;分析BP神经网络预测模型的流程,引入高斯函数改进该模... 针对煤浆灰分测量难度大、预测精度低的问题,提出了一种基于图像特征提取的煤浆灰分预测模型的改进设计方案。该方法分别从图像灰度均值、方差、能量等六个指标中提取煤浆的特征向量;分析BP神经网络预测模型的流程,引入高斯函数改进该模型,构建径向基神经网络,将特征向量作为网络输入参量,经过初始化、输出值运算和误差修正等过程,获得最终预测输出矩阵,完成预测模型的改进设计。仿真实验结果表明,改进模型的灰分预测结果与实际结果更接近,其误差更小。 展开更多
关键词 煤浆灰分 预测模型 图像特征提取 BP神经网络 径向基神经网络
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在线煤浆灰分测量的煤泥浮选优化控制系统研究 被引量:6
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作者 吴翠平 杨小平 +3 位作者 许德平 冯绍罐 王汝赡 朱东峰 《高技术通讯》 EI CAS CSCD 2003年第8期85-90,共6页
分析了煤泥浮选自动控制的特点和关键技术。设计并实现了非接触式的同位素煤浆灰分检测装置及多流分析装置 ,能同时检测原、精、尾煤的灰分。研制了以实时煤浆灰分为反馈量的煤泥浮选优化控制系统 ,用模糊控制方法调节浮选加药量和浮选... 分析了煤泥浮选自动控制的特点和关键技术。设计并实现了非接触式的同位素煤浆灰分检测装置及多流分析装置 ,能同时检测原、精、尾煤的灰分。研制了以实时煤浆灰分为反馈量的煤泥浮选优化控制系统 ,用模糊控制方法调节浮选加药量和浮选槽液位 ,在保证精煤质量的前提下提高精煤产率。通过现场实践证明了技术路线的可行性。 展开更多
关键词 浮选 优化控制系统 煤浆灰分 在线测量 系统结构 测量原理 多流分析系统
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Form transition of sodium during combustion of black liquor coal slurry 被引量:2
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作者 LAN Ze-quan CAO Xin-yu +2 位作者 ZHOU Jun-hu LIU Jian-zhong2, CHENG Jun CEN Ke-fa 《Journal of China University of Mining and Technology》 EI 2008年第1期6-12,共7页
Several typical ash samples from a 0.25 MW test furnace fired black liquor coal slurry were selected for investigation. The phases and compounds containing sodium in ash samples were acquired from X-ray diffraction an... Several typical ash samples from a 0.25 MW test furnace fired black liquor coal slurry were selected for investigation. The phases and compounds containing sodium in ash samples were acquired from X-ray diffraction analyses. As well, detailed analyses of the amounts of major mineral elements along thickness gradients of representative ash samples were carried out. The elements, including Na, Si, A1, S and C1 were analyzed by the advanced electron probe microanalyzer equipment, which provid evidence and interpretation for the analytical results of XRD. The findings indicate that the occurrence form of sodium has experi- enced important changes during the combustion of black liquor coal slurry, which translated into nepheline, thenardite, sodium sulfate, sodium chloride, sodium silicoaluminate, hanyne and other phases containing sodium, from NaOH, Na2CO3 and Na2S in raw fuel. Of all the sodium compounds, nepheline, thenardite and sodium sulfate are the most important forms of Na in solid com- bustion residues. Such a transformation of Na during the combustion of black liquor coal slurry resulted in a considerable impact on ash deposition and is not only different from the raw coal and papermaldng black liquors, but is also affected by local circum- stances in the combustion furnace. Amounts of Na, S and C1 in ash deposits from low temperature zones were larger than those from high temperature zones. Our findings should provide important theoretical instructions for industrial applications of black liquor coal slurry. 展开更多
关键词 black liquor coal slurry SODIUM form transition ash deposition
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A comparative investigation of the properties of coal-water slurries prepared from Australia and Shenhua coals 被引量:3
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作者 Yun Zengjie Wu Guoguang +4 位作者 Meng Xianliang Zhang Yuliang Shi Frank He Yaqun Luo Xiaoqiang 《Mining Science and Technology》 EI CAS 2011年第3期343-347,共5页
Two coal samples of similar rank were chosen from Australia and China to investigate the differences in Coal-Water Slurry (CWS) made from them. The effect of ash content and particle size gradation on these properti... Two coal samples of similar rank were chosen from Australia and China to investigate the differences in Coal-Water Slurry (CWS) made from them. The effect of ash content and particle size gradation on these properties was also studied. Different grinding times were used when grinding the two coals and particle size analysis of these ground coals was used to select samples with a "double-peak" particle size distri- bution. All the "double-peak" samples were used to prepare a CWS. The concentration, viscosity, fluidity, and stability of each CWS were measured. The results show that the properties ofa CWS prepared from a coal sample with a "double-peak" size distribution are better than those CWS prepared from samples with a mono-modal particle distribution. The ash content of Australian coal is 21.72g higher than the ash content of Shenhua coal. The highest coal concentration in slurry from the Australia coal is 11.01% higher than in CWS from the Shenhua coat. The fluidity and stability of the CWS prepared from the Australian coal are both better than the fluidity and stability of slurry prepared from Shenhua coal. High ash content in the Australian coal imnroves the nulning results of a CWS made from it. 展开更多
关键词 Coal-Water Slurry"Double-peak" gradationSlurry ability Rheological property Stability
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