A Research on the Methods for Prediction of the Slope Stability of Open-pit Mine

被引:0
|
作者
Feng, Xiwen [1 ,2 ,3 ]
Guo, Yue [4 ]
Li, Junyong [4 ]
机构
[1] Shandong Univ Sci & Technol, State Key Lab Min Disaster Prevent & Control Shan, Qingdao, Peoples R China
[2] Shandong Univ Sci & Technol, Minist Sci & Technol, Qingdao, Peoples R China
[3] Shandong Univ Sci & Technol, Natl Demonstrat Ctr Expt Min Engn Educ, Qingdao, Peoples R China
[4] Shandong Univ Sci & Technol, Sch Min & Safety Engn, Qingdao, Peoples R China
来源
PROCEEDINGS OF THE 9TH CHINA-RUSSIA SYMPOSIUM COAL IN THE 21ST CENTURY: MINING, INTELLIGENT EQUIPMENT AND ENVIRONMENT PROTECTION | 2018年 / 176卷
关键词
slope stability; back propagation; naive bayes classifier; support vector machine; decision tree; prediction;
D O I
暂无
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In order to improve the slope stability of open-pit mine, this paper proposed four prediction methods BP (Back Propagation) Neural Network, Naive Bayes Classifier, Decision Tree and Support Vector Machine for predicting the classification of slope stability of open-pit mine. Firstly, the sample data of slope stability in open-pit mine are preprocessed, and the new sample data are obtained after data standardization, discretization and attribute reduction. Then, the corresponding prediction model is established by selecting different methods. All the four methods have been successfully applied to the prediction of 8 groups of samples to be tested. In order to determine the optimal method, the detailed accuracy and node error rate are compared to analyze the prediction results. The research shows that the BP neural network has high reliability and good practicability in the evaluation of the slope stability of open-pit mine.
引用
收藏
页码:73 / 77
页数:5
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