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

被引:9
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
  • [21] Damage to shield tunnel caused by 2007 chuetsu-oki earthquake
    Tani S.
    Saito M.
    Araki S.
    Doboku Gakkai Ronbunshuu A, 2010, 66 (01) : 56 - 67
  • [22] Interval Analysis Method for Structural Damage Identification Based on Multiple Load Cases
    Wang, Xiaojun
    Yang, Haifeng
    Wang, Lei
    Qiu, Zhiping
    JOURNAL OF APPLIED MECHANICS-TRANSACTIONS OF THE ASME, 2012, 79 (05):
  • [23] Direct damage index based on inverse finite element method for structural damage identification
    Li, Mengying
    Wu, Ziyan
    Yang, Haifeng
    Huang, He
    OCEAN ENGINEERING, 2021, 221
  • [24] An Improved Damage Identification Method Based on Mode Information
    YANG Fengyan
    JournalofOceanUniversityofChina, 2006, (03) : 273 - 277
  • [25] An improved damage identification method based on mode information
    Yang Fengyan
    Yang Yongchun
    Journal of Ocean University of China, 2006, 5 (3) : 273 - 277
  • [26] Damage Identification of Truss Structures Based on Force Method
    Kim, Nam-Il
    Lee, Seunghye
    Ahn, Namshik
    Lee, Jaehong
    ADVANCES IN APPLIED MATHEMATICS AND MECHANICS, 2015, 7 (02) : 229 - 244
  • [27] Damage identification method based on interval regularization theory
    Qian, Shuwei
    Shi, Qinghe
    Yang, Chen
    Luo, Zhenxian
    Duan, Liuyang
    Zhao, Fengling
    COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 2024, 431
  • [28] Analysis of the Design Method of Shield Tunnel Lining Based On the Characteristic Parameters
    Li, Lixin
    Geng, Xiaolong
    Li, Man
    ADVANCES IN CIVIL ENGINEERING AND ARCHITECTURE INNOVATION, PTS 1-6, 2012, 368-373 : 2744 - 2748
  • [29] Random analysis method for nonlinear interaction between shield tunnel and spatially variable soil
    Gan, Xiaolu
    Gong, Xiaonan
    Liu, Nianwu
    Yu, Jianlin
    Li, Wenbo
    COMPUTERS AND GEOTECHNICS, 2024, 166
  • [30] Seismic response and damage analysis of shield tunnel with bottom Karst caves under oblique SV waves
    Li, Mingda
    Meng, Kang
    Zhou, Jing
    Zhang, Jun
    Zhong, Guo
    Song, Shuxian
    NATURAL HAZARDS, 2024, 120 (03) : 2731 - 2747