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Bed Permeability State Prediction Model of Sintering Process Based on Data Mining Technology

机译:基于数据挖掘技术的烧结过程床层渗透性状态预测模型

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摘要

The bed permeability state prediction model of sintering process based on data mining technology was proposed in this study. Firstly, the sintering production data were analyzed by fuzzy clustering algorithm, to make a comprehensive evaluation of the bed permeability state. Then the prediction model of bed permeability state was established via support vector machine, based on the sample data that obtained in the cluster analysis. The bed permeability prediction model has a good learning and generalization ability, its prediction hit rate reached 87.5%. The practical application showed that: the sintering process could be stabilize effectively, since the operation parameters was adjusted according to the prediction results of bed permeability state; the standard deviation of burn through temperature and burn through point was decreased by 47% and 34% respectively.
机译:提出了基于数据挖掘技术的烧结过程床层渗透率状态预测模型。首先,通过模糊聚类算法对烧结生产数据进行分析,对床层渗透率状态进行综合评价。然后,基于聚类分析获得的样本数据,通过支持向量机建立床层渗透率预测模型。床层渗透率预测模型具有良好的学习和推广能力,预测命中率达到87.5%。实际应用表明:根据床层渗透率预测结果调整了运行参数,可以有效稳定烧结过程。烧穿温度和烧穿点的标准偏差分别降低了47%和34%。

著录项

  • 来源
    《ISIJ international》 |2016年第12期|2113-2117|共5页
  • 作者单位

    School of Minerals Processing and Bioengineering, Central South University, Changsha, Hunan, 410083 China;

    School of Minerals Processing and Bioengineering, Central South University, Changsha, Hunan, 410083 China;

    School of Minerals Processing and Bioengineering, Central South University, Changsha, Hunan, 410083 China;

    School of Minerals Processing and Bioengineering, Central South University, Changsha, Hunan, 410083 China;

    School of Minerals Processing and Bioengineering, Central South University, Changsha, Hunan, 410083 China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);美国《生物学医学文摘》(MEDLINE);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    iron ores sintering; bed permeability; prediction model; data mining;

    机译:铁矿石烧结;床渗透率预测模型;数据挖掘;
  • 入库时间 2022-08-17 23:58:39

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