Prediction of blast-induced air overpressure using support vector machine

被引:78
|
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 50 条
  • [1] Prediction of blast-induced air overpressure using support vector machineالتنبؤ الانفجار الناجم عن ارتفاع الضغط الجوي باستخدام دعمناقلات ماآينة
    Manoj Khandelwal
    P. K. Kankar
    Arabian Journal of Geosciences, 2011, 4 : 427 - 433
  • [2] Blast-induced ground vibration prediction using support vector machine
    Khandelwal, Manoj
    ENGINEERING WITH COMPUTERS, 2011, 27 (03) : 193 - 200
  • [3] Blast-induced ground vibration prediction using support vector machine
    Manoj Khandelwal
    Engineering with Computers, 2011, 27 : 193 - 200
  • [4] Evaluation and prediction of blast-induced ground vibration using support vector machine
    Khandelwal, Manoj
    INTERNATIONAL JOURNAL OF ROCK MECHANICS AND MINING SCIENCES, 2010, 47 (03) : 509 - 516
  • [5] Prediction of blast-induced vibrations in limestone quarries using Support Vector Machine
    Mohammadnejad, M.
    Gholami, R.
    Ramezanzadeh, A.
    Jalali, M. E.
    JOURNAL OF VIBRATION AND CONTROL, 2012, 18 (09) : 1322 - 1329
  • [6] Prediction of blast-induced vibrations in limestone quarries using Support Vector Machine
    Faculty of Mining, Petroleum and Geophysics, Shahrood University of Technology, University Avenue, Hafte-Tir Square, Shahrood, Iran
    JVC/J Vib Control, 9 (1322-1329):
  • [7] Prediction of blast-induced ground vibration using support vector machine by tunnel excavation
    Li, Dongtao
    Yan, Jinglong
    Zhang, Le
    PROGRESS IN CIVIL ENGINEERING, PTS 1-4, 2012, 170-173 : 1414 - +
  • [8] Prediction of blast-induced air overpressure: a hybrid AI-based predictive model
    Danial Jahed Armaghani
    Mohsen Hajihassani
    Aminaton Marto
    Roohollah Shirani Faradonbeh
    Edy Tonnizam Mohamad
    Environmental Monitoring and Assessment, 2015, 187
  • [9] Prediction of blast-induced air overpressure: a hybrid AI-based predictive model
    Armaghani, Danial Jahed
    Hajihassani, Mohsen
    Marto, Aminaton
    Faradonbeh, Roohollah Shirani
    Mohamad, Edy Tonnizam
    ENVIRONMENTAL MONITORING AND ASSESSMENT, 2015, 187 (11)
  • [10] Developing a least squares support vector machine for estimating the blast-induced flyrock
    Hima Nikafshan Rad
    Mahdi Hasanipanah
    Mohammad Rezaei
    Amin Lotfi Eghlim
    Engineering with Computers, 2018, 34 : 709 - 717