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Stability classification model of mine-lane surrounding rock based on distance discriminant analysis method

机译:基于距离判别分析法的巷道围岩稳定性分类模型

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摘要

Based on the principle of Mahalanobis distance discriminant analysis (DDA) theory, a stability classification model for mine-lane surrounding rock was established, including six indexes of discriminant factors that reflect the engineering quality of surrounding rock: lane depth below surface, span of lane, ratio of directly top layer thickness to coal thickness, uniaxial comprehensive strength of surrounding rock, development degree coefficient of surrounding rock joint and range of broken surrounding rock zone. A DDA model was obtained through training 15 practical measuring samples. The re-substitution method was introduced to verify the stability of DDA model and the ratio of mis-discrimination is zero. The DDA model was used to discriminate3 new samples and the results are identical with actual rock kind. Compared with the artificial neural network method and support vector mechanic method, the results show that this model has high prediction accuracy and can be used in practical engineering.
机译:基于马氏距离判别分析(DDA)原理,建立了巷道围岩稳定性分类模型,包括反映围岩工程质量的六个判别因子指标:地表下巷道深度,巷道跨度,直接表层厚度与煤层厚度之比,围岩单轴综合强度,围岩节理发育程度系数和破碎围岩带范围。通过训练15个实际测量样本获得了DDA模型。引入重替代方法来验证DDA模型的稳定性,误判率为零。 DDA模型用于区分3个新样品,结果与实际岩石种类相同。与人工神经网络法和支持向量机法相比,该模型具有较高的预测精度,可用于实际工程中。

著录项

  • 来源
    《中南大学学报(英文版)》 |2008年第1期|117-120|共4页
  • 作者单位

    School of Resources and Safety Engineering, Central South University, Changsha 410083, China;

    School of Resources and Safety Engineering, Central South University, Changsha 410083, China;

    Hunan Key Laboratory of Resources Exploitation and Hazard Control for Deep Metal Mines, Changsha 410083, China;

    School of Resources and Safety Engineering, Central South University, Changsha 410083, China;

    Hunan Key Laboratory of Resources Exploitation and Hazard Control for Deep Metal Mines, Changsha 410083, China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 chi
  • 中图分类 化学;
  • 关键词

    distance discriminant analysis; stability; classification; lane surrounding rock;

    机译:距离判别分析;稳定性;分类;巷道围岩;
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