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Prediction method of rock burst proneness based on rough set and genetic algorithm 被引量:3

Prediction method of rock burst proneness based on rough set and genetic algorithm
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摘要 A new method based on rough set theory and genetic algorithm was proposedto predict the rock burst proneness. Nine influencing factors were first selected, and then,the decision table was set up. Attributes were reduced by genetic algorithm. Rough setwas used to extract the simplified decision rules of rock burst proneness. Taking the practical engineering for example, the rock burst proneness was evaluated and predicted bydecision rules. Comparing the prediction results with the actual results, it shows that theproposed method is feasible and effective. A new method based on rough set theory and genetic algorithm was proposed to predict the rock burst proneness. Nine influencing factors were first selected, and then, the decision table was set up. Attributes were reduced by genetic algorithm. Rough set was used to extract the simplified decision rules of rock burst proneness. Taking the practical engineering for example, the rock burst proneness was evaluated and predicted by decision rules. Comparing the prediction results with the actual results, it shows that the proposed method is feasible and effective.
出处 《Journal of Coal Science & Engineering(China)》 2009年第4期367-373,共7页 煤炭学报(英文版)
基金 Supported by the Youth Science Foundation of North China University of Water Conservancy and Electric Power(HSQJ2009016)
关键词 rock burst proneness rough set genetic algorithm RULE 岩爆倾向性 粗糙集理论 岩爆预测 遗传算法 决策规则 影响因素 决策表
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参考文献13

  • 1陈海军,郦能惠,聂德新,尚岳全.岩爆预测的人工神经网络模型[J].岩土工程学报,2002,24(2):229-232. 被引量:105
  • 2王珏,苗夺谦.Analysis on Attribute Reduction Strategies of Rough Set[J].Journal of Computer Science & Technology,1998,13(2):189-192. 被引量:47
  • 3Zdzis?aw Pawlak.Rough sets[J].International Journal of Computer & Information Sciences.1982(5)
  • 4Bazan J G,Nguyen H S,Nguyen S H.Rough set algo rithms in classification problem[]..2003
  • 5Cook N G W,Hoek E.Rock mechanics applied to the study of rockbursts[].The Journal of the South African Institute of Mining and Metallurgy.1996
  • 6Durrheim R J,Roberts M K C,Haile A T,Hagan T O,Jager A J,Handley M F,Spottiswoode S M,Ortlepp W D.Factors influencing the severity of rockburst damage in South African gold mines[].The Journal of the South African Institute of Mining and Metallurgy.1998
  • 7Muler W.Numerical simulation of rock bursts[].Mining Science and Technology.1992
  • 8Linkov A M.Rockbursts and the instability of rock masses[].International Journal of Rock Mechanics and Mining Science and Geomechanics Abstract.1996
  • 9Pawlak Z,Grzymala-Busse J,Slowinski R,et al.Rough sets[].Communications of the ACM.1995
  • 10Zhang Wenxiu,Wu Weizhi,Liang Jiye,et al.Rough sets theory and methods[]..2001

二级参考文献13

  • 1谢和平,W.G.Pariseau.岩爆的分形特征和机理[J].岩石力学与工程学报,1993,12(1):28-37. 被引量:139
  • 2周德培,洪开荣.太平驿隧洞岩爆特征及防治措施[J].岩石力学与工程学报,1995,14(2):171-178. 被引量:96
  • 3从爽.面向MATLAB工具箱的神经网络理论与应用[M].合肥:中国科技大学出版社,1998.59-60.
  • 4侯发亮 刘小明 等.岩爆成因再分析及烈度划分探讨.第三届全国岩石动力学学术会议论文集[M].武汉:武汉测绘科技大学出版社,1992.448-457.
  • 5张国 郑永学.岩爆综合理论及其应用.第三届全国岩石动力学学术会议论文集[M].武汉:武汉测绘科技出版社,1992.422-435.
  • 6陆家佑.岩爆数值模拟与预测.第三届全国岩石动力学学术会议论文集[M].武汉:武汉测绘科技大学出版社,1992.436-447.
  • 7吴简彤 王建华.神经网络技术及其运用[M].哈尔滨:哈尔滨工业大学,1998..
  • 8单治钢.锦屏二级水电站引水隧洞岩爆初步研究.第三届全国岩石动力学学术会议论文集[M].武汉:武汉测绘科技大学出版社,1992.523-537.
  • 9苗夺谦,Technical Report Institute of Automation Chinese Academy of Sciences,1996年
  • 10Hu X H,Int J Comput Intell,1995年,11卷,323页

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