Measurement and perception of the rock strength by energy parameters during the drilling operation

被引:3
|
作者
Gao, Kangping [1 ,2 ,3 ]
Xu, Xinxin [3 ]
Jiao, Shengjie [3 ]
机构
[1] Tianjin Univ Technol, Sch Mech Engn, Tianjin Key Lab Adv Mechatron Syst Design & Intell, Tianjin 300384, Peoples R China
[2] Tianjin Univ Technol, Natl Demonstrat Ctr Expt Mech & Elect Engn Educ, Tianjin 300384, Peoples R China
[3] Changan Univ, Engn Res Ctr Expressway Construction & Maintenance, MOE, Xian 710064, Peoples R China
关键词
Rock strength; Evaluation method; Energy parameters; Feature extraction; Drilling parameter; Digital drilling test;
D O I
10.1016/j.measurement.2024.114268
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
To solve the problem of long periods and the high cost of conventional uniaxial compressive strength (UCS) measurement, the concept of power flow is introduced and a UCS sensing method based on energy parameters is proposed. The feasibility of the proposed method was verified by Ls-Dyna. The drilling test of rocks with different strengths is carried out by using the digital drilling test system, and the maximum, minimum, mean, and variance of energy parameters were extracted to construct the feature vector. The relationship model between energy parameters and UCS was established based on the GWO-SVM. The results show that the greater the UCS, the greater the energy consumed by rock drilling. The perception accuracy of the GWO-SVM model is the highest, which is 91.67%. Compared with other input features and traditional sensing methods, the perception accuracy is improved by at least 2.78%, which verifies the advancement of the proposed method.
引用
收藏
页数:15
相关论文
共 50 条
  • [1] Measurement and perception of the rock strength by energy parameters during the drilling operation
    Gao, Kangping
    Xu, Xinxin
    Jiao, Shengjie
    Measurement: Journal of the International Measurement Confederation, 2024, 227
  • [2] Measurement, prediction, and modeling of the drilling specific energy by soft rock properties during the drilling operation
    Khoshouei, Mehrbod
    Bagherpour, Raheb
    MEASUREMENT, 2023, 222
  • [3] Strength prediction and drillability identification for rock based on measurement while drilling parameters
    Wang, Shao-feng
    Wu, Yu-meng
    Cai, Xin
    Zhou, Zi-long
    JOURNAL OF CENTRAL SOUTH UNIVERSITY, 2023, 30 (12) : 4036 - 4051
  • [4] Experimental study on measurement of rock strength parameters based on digital drilling technology
    Wang Y.-J.
    She L.
    Zhao Y.-F.
    Cao R.-L.
    Yantu Gongcheng Xuebao/Chinese Journal of Geotechnical Engineering, 2020, 42 (09): : 1659 - 1668
  • [5] Estimating rock strength parameters using drilling data
    Kalantari, Sajjad
    Hashemolhosseini, Hamid
    Baghbanan, Alireza
    INTERNATIONAL JOURNAL OF ROCK MECHANICS AND MINING SCIENCES, 2018, 104 : 45 - 52
  • [6] Sensitivity analysis and rock strength prediction study of rotary drilling with drilling parameters
    Yue, Xiaolei
    Yue, Zhongwen
    Yan, Yifei
    Gao, Dan
    Li, Yang
    GEOENERGY SCIENCE AND ENGINEERING, 2023, 230
  • [7] Estimation of Rock Strength Properties Using Selected Mechanical Parameters Obtained During the Rotary Drilling
    Lakshminarayana C.R.
    Tripathi A.K.
    Pal S.K.
    Journal of The Institution of Engineers (India): Series D, 2019, 100 (02) : 177 - 186
  • [8] Rock strength characterization using measurement while drilling technique
    C. R. Lakshminarayana
    Anup K. Tripathi
    Samir K. Pal
    Indian Geotechnical Journal, 2020, 50 : 994 - 1005
  • [9] Rock strength characterization using measurement while drilling technique
    Lakshminarayana, C. R.
    Tripathi, Anup K.
    Pal, Samir K.
    INDIAN GEOTECHNICAL JOURNAL, 2020, 50 (06) : 994 - 1005
  • [10] Experimental investigation on potential use of drilling parameters to quantify rock strength
    C. R. Lakshminarayana
    Anup Kumar Tripathi
    Samir Kumar Pal
    International Journal of Geo-Engineering, 2021, 12