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Modeling face reliability in tunneling: A copula approach

机译:隧道掘进工作面可靠性建模:copula方法

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摘要

This research develops a copula-enabled approach for modeling and assessing the reliability of the dependent system with incomplete probability information. A bivariate framework consisting of the supporting pressure and the ground settlement is proposed to estimate the excavation face reliability in tunneling under limited observations. The impacts of the selection of copula functions, the variation of the failure criteria, and the size of the measured data and Monte Carlo simulation sampling on the reliability estimation result are explored. A realistic tunnel case in the Wuhan metro system, China, is used to demonstrate the applicability and effectiveness of the developed approach. Results indicate that: (1) the failure probability will lead to an overestimated result, which is more than twice of the reference value (that is without considering the negative dependence); (2) the commonly used Gaussian copula function is likely to underestimate the failure probability and lead to less conservative designs; (3) a setting size of 10(5) samples is reasonable in the case to achieve the required quality in estimation; and (4) the failure probability gradually rises along with an increase of the limit value of the supporting pressure and decreases along with an increase of the limit value of the ground settlement.
机译:这项研究开发了一种支持copula的方法,用于建模和评估具有不完整概率信息的从属系统的可靠性。提出了一个由支撑压力和地面沉降组成的双变量框架,以在有限的观测条件下估算隧道开挖面的可靠性。探讨了联接函数的选择,失效准则的变化,测量数据的大小以及蒙特卡洛模拟采样对可靠性估计结果的影响。在中国武汉地铁系统中的一个实际隧道案例被用来证明该方法的适用性和有效性。结果表明:(1)故障概率将导致高估结果,该结果是参考值的两倍以上(即不考虑负相关性); (2)常用的高斯copula函数可能会低估失效概率并导致设计的保守性降低; (3)为达到估计所需的质量,设置10(5)个样本的大小是合理的; (4)破坏概率随着支撑压力极限值的增加而逐渐增加,而随着地面沉降极限值的增加而减小。

著录项

  • 来源
    《Computers and Geotechnics》 |2019年第5期|272-286|共15页
  • 作者单位

    Nanyang Technol Univ, Sch Civil & Environm Engn, 50 Nanyang Ave, Singapore 639798, Singapore;

    Nanyang Technol Univ, Sch Civil & Environm Engn, 50 Nanyang Ave, Singapore 639798, Singapore;

    Huazhong Univ Sci & Technol, Sch Civil Engn & Mech, Wuhan 430074, Hubei, Peoples R China;

    Huazhong Univ Sci & Technol, Sch Civil Engn & Mech, Wuhan 430074, Hubei, Peoples R China;

    Nanyang Technol Univ, Sch Civil & Environm Engn, 50 Nanyang Ave, Singapore 639798, Singapore|Huazhong Univ Sci & Technol, Sch Civil Engn & Mech, Wuhan 430074, Hubei, Peoples R China|Univ Maryland, Dept Civil & Environm Engn, College Pk, MD 20742 USA;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Copula; Reliability analysis; Monte Carlo simulation; Excavation face; Tunnels;

    机译:Copula;可靠性分析;Monte Carlo模拟;开挖面;隧道;

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