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Prediction of coalbed methane content based on uncertainty clustering method

机译:基于不确定度聚类的煤层气含量预测

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摘要

An analysis of factors that influence coalbed methane content showed that seven factors had a major influence: coal thickness, methane concentration, vitrinite reflectance, permeability, cracks, and sealing conditions hydrodynamic conditions were selected as criterion indexes. The prediction model of coalbed methane content was built based on the uncertainty measure theory. Data from six regions in the central and southern Qinshui Basin were used as the training sample. The sample mean was set as the cluster centers, and the index weight was determined by information entropy theory. Calculation of the multi-index comprehensive measure of the sample showed that the sample was classified according to the minimum uncertainty measure distance principle, which was used to predict coalbed methane content. The research results show that: the obtained level by the prediction method is consistent with the practical level, the predictive value is basically consistent with the actual value, coalbed methane content prediction method based on uncertainty measure theory is reliable and practical, as well as showing a new way for the prediction and evaluation of coalbed methane content in the future.
机译:对影响煤层气含量的因素进行分析后发现,有七个主要影响因素:煤层厚度,甲烷浓度,镜质体反射率,渗透率,裂缝和封闭条件选择了水动力条件作为标准指标。基于不确定性测度理论,建立了煤层气含量预测模型。来自沁水盆地中部和南部六个地区的数据被用作训练样本。将样本均值设置为聚类中心,并通过信息熵理论确定指标权重。样品的多指标综合测量值的计算表明,根据最小不确定度测量距离原理对样品进行了分类,用于预测煤层气含量。研究结果表明:预测方法得到的水平与实际水平相符,预测值与实际水平基本相符,基于不确定性测度理论的煤层气含量预测方法是可靠和实用的。未来预测和评估煤层气含量的新方法。

著录项

  • 来源
    《Energy Exploration & Exploitation》 |2016年第2期|273-281|共9页
  • 作者单位

    Changan Univ, Sch Earth Sci & Resources, Xian 710054, Shaanxi, Peoples R China|Changan Univ, Minist Educ, Key Lab Western Mineral Resources & Geol Engn, Xian, Shaanxi, Peoples R China;

    213th Res Inst China Ordnance Ind, Xian, Shaanxi, Peoples R China;

    Changan Univ, Sch Earth Sci & Resources, Xian 710054, Shaanxi, Peoples R China;

    Changan Univ, Sch Earth Sci & Resources, Xian 710054, Shaanxi, Peoples R China;

    Changan Univ, Sch Earth Sci & Resources, Xian 710054, Shaanxi, Peoples R China;

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

    Coalbed methane; uncertainty clustering; gas content; prediction;

    机译:煤层气;不确定度聚类;含气量;预测;

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