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Decision Tree Model for Rockburst Prediction Based on Microseismic Monitoring

文献类型：期刊论文

作者Zhao, Hongbo3; Chen, Bingrui2; Zhu, Changxing1
刊名ADVANCES IN CIVIL ENGINEERING
出版日期2021-02-04
卷号2021页码:14
ISSN号1687-8086
DOI10.1155/2021/8818052
英文摘要Rockburst is an extremely complex dynamic instability phenomenon for rock underground excavation. It is difficult to predict and evaluate the rank level of rockburst in practice. Microseismic monitoring technology has been adopted to obtain microseismic events of microcrack in rock mass for rockburst. The possibility of rockburst can be reflected by microseismic monitoring data. In this study, a decision tree was used to extract the knowledge of rockburst from microseismic monitoring data. The predictive model of rockburst was built based on microseismic monitoring data using a decision tree algorithm. The predictive results were compared with the real rank of rockburst. The relationship between rockburst and microseismic feature data was investigated using the developed decision tree model. The results show that the decision tree can extract the rockburst feature from the microseismic monitoring data. The rockburst is predictable based on microseismic monitoring data. The decision tree provides a feasible and promising approach to predict and evaluate rockburst.
资助项目National Natural Science Foundation of China[51874119]
WOS研究方向Construction & Building Technology ; Engineering
语种英语
WOS记录号WOS:000620159100008
出版者HINDAWI LTD
源URL[http://119.78.100.198/handle/2S6PX9GI/25876]  
专题中科院武汉岩土力学所
通讯作者Zhao, Hongbo
作者单位1.Henan Polytech Univ, Sch Civil Engn, Jiaozuo 454000, Henan, Peoples R China
2.Chinese Acad Sci, Inst Rock & Soil Mech, Wuhan 430071, Hubei, Peoples R China
3.Shandong Univ Technol, Sch Civil & Architectural Engn, Zibo 255000, Shandong, Peoples R China
推荐引用方式
GB/T 7714		 Zhao, Hongbo,Chen, Bingrui,Zhu, Changxing. Decision Tree Model for Rockburst Prediction Based on Microseismic Monitoring[J]. ADVANCES IN CIVIL ENGINEERING,2021,2021:14.
APA Zhao, Hongbo,Chen, Bingrui,&Zhu, Changxing.(2021).Decision Tree Model for Rockburst Prediction Based on Microseismic Monitoring.ADVANCES IN CIVIL ENGINEERING,2021,14.
MLA Zhao, Hongbo,et al."Decision Tree Model for Rockburst Prediction Based on Microseismic Monitoring".ADVANCES IN CIVIL ENGINEERING 2021(2021):14.

入库方式： OAI收割

来源：武汉岩土力学研究所

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