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基于Bayes判别分析方法的地下工程岩爆发生及烈度分级预测

The rockburst prediction of underground engineering based on Bayes discriminant analysis method

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【作者】 宫凤强李夕兵张伟

【Author】 GONG Fengqiang~(1,2),LI Xibing~1,ZHANG Wei~(1,3) (1.School of Resources and Safety Engineering,Central South University,Changsha,Hunan 410083,China; 2.Rock Mechanics Laboratory,Swiss Federal Institute of Technology Lausanne(EPFL),Lausanne CH - 1015,Switzerland; 3.Changsha Engineering and Research Institute of Nonferrous Metallurgy,Changsha,Hunan 410011,China)

【机构】 中南大学资源与安全工程学院瑞士洛桑联邦理工大学岩石力学实验室长沙有色冶金设计研究院

【摘要】 在岩爆发生和烈度分级预测的距离判别分析模型的基础上,结合地下工程岩爆的特点和Bayes判别分析理论,提出了地下工程岩爆发生及烈度分级预测的Bayes判别分析方法。综合分析影响岩爆主要因素,选取最大切向应力σθ、岩石抗压强度σc、岩石抗拉强度σt和弹性能量指数Wet作为影响岩爆的判别指标,并把σθc、σct和Wet作为判别因子建立岩爆预测的Bayes判别分析模型,利用国内外一些重大深部地下工程实例作为学习的样本进行训练。经过训练后的模型回判估计的误判率为零。利用该模型对国内典型的隧道和矿山岩爆情况进行预测,结果与实际情况符合得很好,说明该模型在岩爆发生可能性及烈度分级预测中具有良好的适用性和有效性。

【Abstract】 Based on the distance discriminant analysis model of rockburst prediction,and combined the characteristics and the principle of Bayes discriminant analysis theory,a Bayes discriminant analysis method to predict rockburst in underground engineerings was presented in this paper.Some main control factors of rockburst, such as the values of in-situ stressesσθ.the compressiveσc and tensile strengthensσt,of rock,the elastic energy index of rock Wet>were selected in the analysis.Three factor indexes including the ratio ofσθc andσc1、and Wet were regarded as discriminant factor of the Bayes discriminant analysis model and a series of underground rock projects at home and abroad were taken as the training and testing samples.Rockburst of several tunnels and mines were used to verify this model.The results show that the Bayes discriminant analysis model of rockburst has excellent performance and the prediction accuracy is very high.

【基金】 国家自然科学基金资助项目(10872218;50934006);国家重点基础研究发展计划项目资助(2010CB732004);中南大学优秀博士学位论文扶植资助项目(2008yb001);《科技导报》“博士生创新研究资助计划”(kjdb20090102-3)
  • 【会议录名称】 第2届全国工程安全与防护学术会议论文集(下册)
  • 【会议名称】第2届全国工程安全与防护学术会议
  • 【会议时间】2010-08-14
  • 【会议地点】中国北京
  • 【分类号】TU45
  • 【主办单位】中国岩石力学与工程学会工程安全与防护分会
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