Modelling of reservoir-induced earthquakes: a multivariate adaptive regression spline

被引:0
|
作者
Samui, Pijush [1 ]
Kim, Dookie [2 ]
机构
[1] VIT Univ, Ctr Disaster Mitigat & Management, Vellore 632014, Tamil Nadu, India
[2] Kunsan Natl Univ, Dept Civil Engn, Kunsan, Jeonbuk, South Korea
关键词
reservoir-induced earthquake; prediction; multivariate adaptive regression spline; artificial neural network; MARS; PERFORMANCE;
D O I
10.1088/1742-2132/9/5/494
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
This paper employs a multivariate adaptive regression spline (MARS) for the prediction of the maximum magnitude (M) of reservoir-induced earthquakes based on reservoir parameters. MARS is a non-parametric adaptive regression procedure. It has the capability to determine the important sequence of inputs for the output. The comprehensive parameter (E) and maximum reservoir depth (H) are used as inputs for the MARS. The developed MARS gives an equation for the prediction of M. A comparative study is carried out between the developed MARS and other models and the results show that the developed MARS is a robust model for the prediction of M.
引用
收藏
页码:494 / 497
页数:4
相关论文
共 50 条
  • [31] Reservoir-induced seismicity in the Danjiangkou Reservoir: a quantitative analysis
    Liu, Sumei
    Xu, Lihua
    Talwani, Pradeep
    [J]. GEOPHYSICAL JOURNAL INTERNATIONAL, 2011, 185 (01) : 514 - 528
  • [32] Study on the mechanism of reservoir-induced seismicity
    Liu, Sumei
    Xu, Lihua
    [J]. NEAR-SURFACE GEOPHYSICS AND HUMAN ACTIVITY, 2008, : 159 - 165
  • [33] STATISTICAL EXAMINATION OF RESERVOIR-INDUCED SEISMICITY
    BAECHER, GB
    KEENEY, RL
    [J]. BULLETIN OF THE SEISMOLOGICAL SOCIETY OF AMERICA, 1982, 72 (02) : 553 - 569
  • [34] Reservoir-induced seismicity in the Longtan reservoir, southwestern China
    Hua, Wei
    Chen, Zhangli
    Zheng, Sihua
    Yan, Chunqing
    [J]. JOURNAL OF SEISMOLOGY, 2013, 17 (02) : 667 - 681
  • [35] 2 TYPES OF RESERVOIR-INDUCED SEISMICITY
    SIMPSON, DW
    LEITH, WS
    SCHOLZ, CH
    [J]. BULLETIN OF THE SEISMOLOGICAL SOCIETY OF AMERICA, 1988, 78 (06) : 2025 - 2040
  • [36] Lithosphericisostasy and risk of reservoir-induced earthquakes along the Yarlung Zangbo River between Sangri and Medog
    Guo LingDong
    Fu GuangYu
    She YaWen
    Wang ZhenYu
    Yang JunYan
    [J]. CHINESE JOURNAL OF GEOPHYSICS-CHINESE EDITION, 2021, 64 (09): : 3205 - 3216
  • [37] Reservoir-induced seismicity in the Three Gorges Reservoir Area
    Liu, Sumei
    Xie, Xiangdong
    [J]. ADVANCES IN CIVIL AND STRUCTURAL ENGINEERING III, PTS 1-4, 2014, 501-504 : 1477 - +
  • [38] Determination of the Angle of Shearing Resistance of Soils Using Multivariate Adaptive Regression Spline
    Samui, Pijush
    Kim, Dookie
    [J]. MARINE GEORESOURCES & GEOTECHNOLOGY, 2015, 33 (06) : 542 - 545
  • [39] Prediction of interfaces of geological formations using the multivariate adaptive regression spline method
    Qi, Xiaohui
    Wang, Hao
    Pan, Xiaohua
    Chu, Jian
    Chiam, Kiefer
    [J]. UNDERGROUND SPACE, 2021, 6 (03) : 252 - 266
  • [40] Multivariate adaptive regression spline applied to friction capacity of driven piles in clay
    Samui, Pijush
    [J]. GEOMECHANICS AND ENGINEERING, 2011, 3 (04) : 285 - 290