Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Science & Technology Review》 2015-01
Add to Favorite Get Latest Update

Determination of classification of rock burst risk based on random forest approach and its application

LI Baofu;LIU Yonglei;School of Energy Science and Engineering,Henan Polytechnic University;Hami Vocational and Technical College;  
Arandom forest(RF) modelfor rock burst identification was established on the basis of the RF theory to forecast rock burst risk rapidly and accurately. Ten indices,ie,coal seam,dip angle,buried depth,structure situation,change of dip angle,change of coal thickness,gas concentration,roof management,pressure relief and shooting were used as the criterion indices for rock burst prediction in the proposed model on the basis of analysis of rock burst impact. Twenty-four typical rock burst instances of a coal mine were used to createa RF classifier. RF is a combination of tree predictors,and variable importance is measured by Gini importance(GI) when the forest grows. The GI shows that structure situation was the most important indicator,followed by shooting and dip angle. Another 12 groups of rock burst instances were tested as forecast samples,and the predicted results were in accordance with actual situation.
【Fund】: 国家自然科学基金项目(41204035)
【CateGory Index】: TD324
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
Chinese Journal Full-text Database 5 Hits
1 LI Hong,DAI Ren-zhu,JIANG Jing-quan(Department of Resources and Civil Engineering,Shandong University of Science and Technology,Taian,Shandong 271019,China);Predicting Model of Rock Burst Based on Lyapunov Index[J];Journal of Mining & Safety Engineering;2006-02
2 CHEN Guo-xiang,DOU Lin-ming,CAO An-ye,LI Zhi-hua(School of Mines Engineering,State Key Laboratory of Coal Resources and Safe Mining,China University of Mining and Technology,Xuzhou 221008,China);Assessment of rock burst danger and application on electromagnetic emission method[J];Journal of China Coal Society;2008-08
3 YIN Guang-zhi1,2,TAN Qin-wen1,2,WEI Zuo-an1,2(1.College of Resources and Environmental Sciences,Chongqing University,Chongqing 400044,China;2.Key Laboratory of the Exploitation of Southwest Resources & the Environmental Hazards Control Engineering,Ministry of Education,Chongqing University,Chongqing 400044,China);Combined optimization model of rock-burst prediction based on chaos optimization and BP neural networks[J];Journal of China Coal Society;2008-08
4 ZHOU Jian,SHI Xiu-zhi ( School of Resources and Safety Engineering,Central South University,Changsha 410083,China);Fisher discriminant analysis method for prediction of classification of rock burst risk[J];Journal of China Coal Society;2010-S1
5 JIN Pei-jian1,WANG En-yuan1,LIU Xiao-fei1,HUANG Ning2,WANG Si-heng1(1.Faculty of Safety Engineering,Key Laboratory of Gas and Fire Control for Coal Mines,China University of Mining & Technology,Xuzhou,Jiangsu 221116,China;2.College of Mining Engineering,Liaoning Technical University,Fuxin,Liaoning 123000,China);Catastrophe progression method on comprehensive evaluation of rock burst[J];Journal of Mining & Safety Engineering;2013-02
Chinese Journal Full-text Database 10 Hits
1 SUN Feng-qi1,2(1.Institute of Mathematics,Jilin Normal University,Siping 136000,China;2.Institute of Systems Science,Northeastern University,Shenyang 110004,China);New Rock Burst Prediction Modeling Based on Ensemble Neural Network[J];Journal of Jilin University(Information Science Edition);2009-01
2 Yu Jianbing;Assessment on Classification of Surrounding Rock Mass in Highway Tunnel Based on Fisher DiscriminantCriterion[J];Urban Roads Bridges & Flood Control;2011-11
3 YANG Kai1,2,CHEN Jian-hong1,2(1.Instituet of Resources and Safety Engineering,Central South University,Changsha 410083,China; 2.Key Laboratory for the Deep Metal Mineral Exploitation and Hazard Control,Changsha 410083,China);Research of rock burst prediction based on combination of principal component analysis and neural network[J];Journal of Guangxi University(Natural Science Edition);2012-05
4 ZHANG Xiaoming;LU Gang;BI Jianwu;Institute of engineering and environment, Liaoning Technical University;College of Mining Engineering, Liaoning Technical University;College of Safety Science and Engineering, Liaoning Technical University;;Prediction of rock burst based on Fisher discriminant analysis[J];Journal of Liaoning Technical University(Natural Science);2014-03
5 Yang Chun-dong;Kunming Design and Research Institute of Coal;;Rockburst Prediction Algorithm on multi-source chaos time-series using SVM[J];Electronics World;2014-11
6 ZHU Xin-guo1,ZHANG Zhan-yu1,LIU Li2(1. College of Water Conservancy and Hydropower Engineering,Hohai University,Nanjing 210098,China;2. Suqian Water Affairs Bureau,Suqian 223800,China);Prediction of groundwater levels in irrigation districts based on chaos optimization of GMDH neural network[J];Journal of Hohai University(Natural Sciences);2010-03
7 Zhang Tao1 Gao Feng1,2 Zhang Zhizhen1,2(1.School of Mechanics & Civil Engineering,China University of Mining and Technology;2.State Key Laboratory for Geomechanics & Deep Underground Engineering);Prediction Research of Rock Burst Danger Based on Sonic Wave Measurement[J];Metal Mine;2012-03
8 ZHANG Hong-ge1,ZHANG Zhao2,ZHANG Wei3 (1.College of Mining Engineering,Taiyuan University of Technology,Taiyuan 030024,China)(2.China Vntted Coalbed Methane Corporation,Jincheng 048000,China)(3.China Vntted Shanxi Coalbed Methane Corporation,Taiyuan 030001,China);Researches on gas discharging pressure range and flow rules in overlying rock of coal seams[J];Journal of Safety Science and Technology;2012-01
9 TAO Hui1,2,MA Xiao-ping1,QIAO Mei-ying1,2(1 School of Information and Electrical Engineering,China University of Mining and Technology,Xuzhou 221116,China;2 School of Electrical Engineering and Automation,Henan Polytechnic University,Jiaozuo 454000,China);Chaos Characteristic Analysis of Microseism Time Series of Rock Burst[J];Safety in Coal Mines;2012-02
10 ZHENG Jiang-bo1,MO Ji2,DU Ji-ping1,ZHAN Qin-jian1(1.School of Mining Engineering,China University of Mining and Technology,Xuzhou 221008,China; 2.Suncun Mine,Xinwen Mining Group Corporation Ltd.,Xintai 271219,China);Comprehensive Prevention and Control Technology of Mine Pressure Bumping in Deep Mine[J];Coal Science and Technology;2011-12
China Proceedings of conference Full-text Database 3 Hits
1 Tao Xinmin,Du Baoxiang,Xu Yong Department of Information and Communication,Harbin Engineering University,Harbin 150001,P.R.China;One-class Bearings Fault Detection Model Based on Lyapunov Exponent Spectrum[A];[C];2007
2 Tao Xinmin 1,Xu Jing2,Du Baoxiang1,Xu Yong1 1.Department of Information and Communication,Harbin Engineering University,Harbin 150001,P.R.China 2.Department of Mathematics and Mechanics,Heilongjiang Institute of Science and Technology,Harbin 150027,P.R.China;Bearing Fault Detection Using SOM Based on Singular Value Spectrum[A];[C];2008
3 WANG Gang~1,HUANG Gun~2 (1.Xinjiang Asele Copper Company Limited,Habahe 836700,China;2.College of Resource and Environmental Sciences,Chongqing University,Chongqing 400044,China);A review on rockburst theories[A];[C];2012
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 GAO Ke1,2,LI Xi-bing1,2,GONG Feng-qiang1,2(1.Resource and Safety Engineering Institute,Central South University,Changsha 410083,China;2.Hunan Key Laboratory for Deep Metal Mine exploration and Disaster coutrol,Changsha 410083,China);Integrative Evaluation on Seismic Stability of Slopes Based on Catastrophe Progression Method[J];Chinese Journal of Underground Space and Engineering;2009-02
2 SUN Feng-qi1,2(1.Institute of Mathematics,Jilin Normal University,Siping 136000,China;2.Institute of Systems Science,Northeastern University,Shenyang 110004,China);New Rock Burst Prediction Modeling Based on Ensemble Neural Network[J];Journal of Jilin University(Information Science Edition);2009-01
3 Tang Chunan;Xu Xiaohe;Statistical Damage Analysis of the Rock Complete Stress-Strain Process[J];;1987-02
4 DOU Lin-ming, HE Xue-qiu (School of energy and safety engineering, China University of Mining and Technology, Xuzhou 221008, China);Monitoring rock burst by electromagnetic emission[J];Progress In Geophysics;2005-02
5 WANG EN-YUAN; HE XUE-QIU(Department of Mining Engineering, China University of Mining and Technology, Xuzhou 221008, China);AN EXPERIMENTAL STUDY OF THE ELECTROMAGNETIC EMISSION DURING THE DEFORMATION AND FRACTURE OF COAL OR ROCK[J];Chinese Journal of Geophysics;2000-01
6 Song Weiyuan; Pan Yishan; Shen Lianshan(Liaoning Technical University,Fuxin,China);The Research of Forecasting Question and Non-liner Dynamic Inversion of Rockburst[J];JOURNAL OF LIAONING TECHNICAL UNIVERSITY (NATURAL SCIENCE EDITION);1999-05
7 ZOU Xi-zheng,DOU Lin-ming,XU Fang-jun (China Univesity of Mining and Technology , Xuzhou 221008 , China );Study and practice of fractal dimension in prediction of rock burst by technology of electromagnetic emmision(eme)[J];Journal of Liaoning Technical University;2002-04
8 HUANG Yi long (Research Centre for Ecological Environment, Chinese Academy of Science, Beijing 100085, China);Application of catastrophe Progression Method to Evaluation of Sustainable Usage of Water Resource[J];Arid Environmental Monitoring;2001-03
9 LI Bing and JIANG Weisun(Research Institute of Automatic Control, East China University of Science & Technology. Shanghai,200237,PRC);Chaos Optimization Method and Its Application[J];CONTROL THEORY & APPLICATIONS;1997-04
10 SONG Wei yuan 1,PAN Yi shan 1,SU Rong hua 1,WANG Hong ying 2(1 Liaoning Technical University,Fuxin 123000,China;2 Beijing Mining Administration Bureau,Beijing 102300,China);Forecast and chaos model of rockburst[J];Journal of China Coal Society;2001-01
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved