Damage identification method on shield tunnel based on PLSR and equivalent damage analysis

被引:6
|
作者
Yan, Zhi-guo [1 ,2 ]
Li, Jian-tao [1 ]
Shen, Yi [1 ,2 ]
Xiao, Zi-qi [1 ]
Ai, Qing [3 ]
Zhu, He-hua [1 ,2 ]
机构
[1] Tongji Univ, Coll Civil Engn, Dept Geotech Engn, 1239 Siping Rd, Shanghai 200092, Peoples R China
[2] Tongji Univ, State Key Lab Disaster Reduct Civil Engn, 1239 Siping Rd, Shanghai 200092, Peoples R China
[3] Shanghai Jiao Tong Univ, Sch Naval Architecture Ocean & Civil Engn, 800 Dongchuan Rd, Shanghai 200240, Peoples R China
基金
中国国家自然科学基金;
关键词
Shield tunnel; Damage identification; PLSR; Equivalent damage analysis; Parametric study; PROBABILISTIC ASSESSMENT; SHEARING DISLOCATION; PERFORMANCE; PREDICTION; LEAKAGE;
D O I
10.1016/j.tust.2023.105127
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Damage identification plays a critical role in the maintenance of the shield tunnel structure. This study proposes a damage identification method for shield tunnel lining based on back analysis, which lays emphasis on the mechanical responses of the structure. The connection between mechanical parameters and the structural response is extracted by the finite element model. With the employment of Partial Least Squares Regression (PLSR), the load on shield tunnel lining can be determined by the monitoring data, the variation of which before and after structural damage, regarded as damage index, is used to identify the damage position. The equivalent damage load is defined to establish the equations of the load, deformation and damage, which solves the problems induced by the randomness of damage position. To clarify the validation, the method is verified by previous experimental results. Involving the structural damage of various positions and intensities, this method is applied with the numerical models based on circular shield tunnel. The parametric study shows the accuracy of the method under different damage conditions. The effects of monitoring data of radial displacement and circumferential strain were also compared. As a result, the primary input from the circumferential strain has better sensitivity than that of the radial displacement.
引用
收藏
页数:17
相关论文
共 50 条
  • [1] Damage identification of shield tunnel based on indirect measurement method
    Luo, Hui
    Zhou, Jianfeng
    Zhu, Hongping
    Huazhong Keji Daxue Xuebao (Ziran Kexue Ban)/Journal of Huazhong University of Science and Technology (Natural Science Edition), 2022, 50 (08): : 124 - 130
  • [2] EXPERIMENT ON THE SHIELD TUNNEL DAMAGE IDENTIFICATION BASED ON ARMA MODEL RESIDUALS
    Fu, Wen
    Luo, Hui
    Wang, Shengnan
    Zhu, Hongping
    Fundamental Research in Structural Engineering: Retrospective and Prospective, Vols 1 and 2, 2016, : 1035 - 1040
  • [3] Structural Damage Evaluation Method for Metro Shield Tunnel
    Huang, Zhen
    Fu, Helin
    Zhang, Jiabing
    Chen, Wei
    Shi, Yue
    JOURNAL OF PERFORMANCE OF CONSTRUCTED FACILITIES, 2019, 33 (01)
  • [4] Damage detection and quantitative analysis of shield tunnel structure
    Huang, Zhen
    Fu, Helin
    Chen, Wei
    Zhang, Jiabing
    Huang, Hongwei
    AUTOMATION IN CONSTRUCTION, 2018, 94 : 303 - 316
  • [5] Damage mechanism of shield tunnel under unloading based on elastoplastic damage model of concrete
    Liu J.
    Shi C.
    Lei M.
    Peng L.
    Wang Z.
    Zhongnan Daxue Xuebao (Ziran Kexue Ban)/Journal of Central South University (Science and Technology), 2021, 52 (03): : 758 - 769
  • [6] Analysis on Damage Cause of Shield Tunnel Segments During Construction
    Zhou, Junhong
    Wu, Di
    Zhou, Shunhua
    Cui, Yixiao
    ADVANCES IN INDUSTRIAL AND CIVIL ENGINEERING, PTS 1-4, 2012, 594-597 : 1308 - 1313
  • [7] Damage mechanism modelling of shield tunnel with longitudinal differential deformation based on elastoplastic damage model
    Liu, Jianwen
    Shi, Chenghua
    Wang, Zuxian
    Lei, Mingfeng
    Zhao, Dan
    Cao, Chengyong
    TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY, 2021, 113 (113)
  • [8] Damage identification based on wavelet packet analysis method
    Chen, Yijin
    Xie, Shilin
    Zhang, Xinong
    INTERNATIONAL JOURNAL OF APPLIED ELECTROMAGNETICS AND MECHANICS, 2016, 52 (1-2) : 407 - 414
  • [9] A study on damage mechanism modelling of shield tunnel under unloading based on damage ? plasticity model of concrete
    Liu, Jianwen
    Shi, Chenghua
    Lei, Mingfeng
    Wang, Zuxian
    Cao, Chengyong
    Lin, Yuexiang
    ENGINEERING FAILURE ANALYSIS, 2021, 123
  • [10] Prediction of Tunnel Earthquake Damage Based on a Combination Weighting Analysis Method
    Shen, Jun
    Bao, Xiaohua
    Chen, Xiangsheng
    Wu, Xianlong
    Cui, Hongzhi
    SYMMETRY-BASEL, 2022, 14 (09):