Prediction of blast-induced air overpressure using support vector machine

被引:80
作者
Khandelwal, Manoj [1 ]
Kankar, P. K. [2 ]
机构
[1] Maharana Pratap Univ Agr & Technol, Dept Min Engn, Coll Technol & Engn, Udaipur 313001, India
[2] Indian Inst Technol Roorkee, Dept Mech & Ind Engn, Roorkee 247667, Uttar Pradesh, India
关键词
Air overpressure; Support vector machine; Generalized predictor equation;
D O I
10.1007/s12517-009-0092-7
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
Prediction of blast-induced air overpressure (AOP) is very complicated and intricate due to the number of influencing parameters affecting air wave propagation. In this paper, an attempt has been made to predict the blast-induced AOP by support vector machine (SVM) using maximum charge per delay and distance from blast-face to monitoring station of AOP. To investigate the suitability of this approach, SVM predictions are compared with a generalized predictor equation. Seventy-five air blasts were monitored at different locations around three mines. AOP data sets of two limestone mines are taken for the training and testing of the SVM network as well as to determine site constants for generalized equation. The remaining mine data sets are used for the validation and comparison of AOP.
引用
收藏
页码:427 / 433
页数:7
相关论文
共 18 条
[1]  
[Anonymous], 1992, INT J ROCK MECH MIN, V29, P145
[2]  
[Anonymous], 1996, INT 96 P SYDN
[3]  
[Anonymous], MSRTR9814
[4]  
[Anonymous], NOISE VIB WORLDWIDE
[5]  
Christianini N., 2000, INTRO SUPPORT VECTOR, P189
[6]   Modeling non-linear displacement time series of geo-materials using evolutionary support vector machines [J].
Feng, XT ;
Zhao, HB ;
Li, SJ .
INTERNATIONAL JOURNAL OF ROCK MECHANICS AND MINING SCIENCES, 2004, 41 (07) :1087-1107
[7]   Prediction of blast induced ground vibrations and frequency in opencast mine: A neural network approach [J].
Khandelwal, M ;
Singh, TN .
JOURNAL OF SOUND AND VIBRATION, 2006, 289 (4-5) :711-725
[8]  
Konya C.J., 1990, SURFACE BLAST DESIGN
[9]   Design of tunnel shotcrete-bolting support based on a support vector machine approach [J].
Liu, KY ;
Qiao, CS ;
Tian, SF .
INTERNATIONAL JOURNAL OF ROCK MECHANICS AND MINING SCIENCES, 2004, 41 (03) :510-511
[10]  
Muller K.-R., 1997, Artificial Neural Networks - ICANN '97. 7th International Conference Proceedings, P999, DOI 10.1007/BFb0020283