Model updating of a historic concrete bridge by sensitivity- and global optimization-based Latin Hypercube Sampling

被引:67
|
作者
Ferrari, Rosalba [1 ]
Froio, Diego [1 ]
Rizzi, Egidio [1 ]
Gentile, Carmelo [2 ]
Chatzi, Eleni N. [3 ]
机构
[1] Univ Bergamo, Dept Engn & Appl Sci, Viale G Marconi 5, I-24044 Dalmine, BG, Italy
[2] Politecn Milan, Dept Architecture Built Environm & Construct Engn, Via G Ponzio 31, I-20133 Milan, Italy
[3] Swiss Fed Inst Technol, Inst Struct Engn, Dept Civil Environm & Geomat Engn, Stefano Franscini Pl 5, CH-8093 Zurich, Switzerland
关键词
Structural identification; Model updating; Latin Hypercube Sampling (LHS); Sensitivity Analysis (SA); Global optimization; Historic centennial Reinforced Concrete (RC) arch bridge; FINITE-ELEMENT MODEL; FE MODEL; STRUCTURAL IDENTIFICATION; MODAL IDENTIFICATION; DAMAGE DETECTION; LIMIT ANALYSIS; OUTPUT; PARAMETERS; UNCERTAINTY; FREQUENCY;
D O I
10.1016/j.engstruct.2018.08.004
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
In this paper, a self-implemented model updating global optimization procedure is successfully applied to a remarkable case study concerning a historic centennial Reinforced Concrete (RC) bridge with parabolic arches, based on recorded experimental vibrational data and arising identification of modal properties. In order to boost the degree of confidence and robustness of the developed model updating procedure, appropriate computational strategies are proposed at the level of both Sensitivity Analysis (SA) and global optimization. In particular, Latin Hypercube Sampling (LHS) is employed in drawing up both strategies, as a systematic automated way to determine appropriate multi-start sets of initiation points, optimally distributed throughout the parametric domain. The procedure involves a gradient-based method and proposes an interaction algorithm between mechanical FEM solver and numerical computing environment. Moreover, the gradient of the objective function involved in the model updating is analytically derived, instead of by often-used Finite Differences (FD), toward better accuracy and computational efficiency. Comprehensive updating results starting from a first FEM base model are achieved, for the considered case study, and show that the relative eigenfrequency and mode shape estimations are considerably improved, for all the structural modes accounted for within the updating process, with a very good final matching between experimentally extracted and FEM modelled modal properties.
引用
收藏
页码:139 / 160
页数:22
相关论文
共 50 条
  • [1] Finite Element Model Updating in Bridge Structures Using Kriging Model and Latin Hypercube Sampling Method
    Wu, Jie
    Yan, Quansheng
    Huang, Shiping
    Zou, Chao
    Zhong, Jintu
    Wang, Weifeng
    [J]. ADVANCES IN CIVIL ENGINEERING, 2018, 2018
  • [2] LATIN HYPERCUBE SAMPLING AND THE SENSITIVITY ANALYSIS OF A MONTE-CARLO EPIDEMIC MODEL
    SEAHOLM, SK
    ACKERMAN, E
    WU, SC
    [J]. INTERNATIONAL JOURNAL OF BIO-MEDICAL COMPUTING, 1988, 23 (1-2): : 97 - 112
  • [3] Sensitivity analysis of a water-quality model using Latin hypercube sampling
    Manache, G
    Melching, CS
    [J]. JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT-ASCE, 2004, 130 (03): : 232 - 242
  • [4] LATIN HYPERCUBE SAMPLING AND THE ANALYSIS OF MONTE-CARLO MODEL PARAMETER SENSITIVITY
    SEAHOLM, SK
    WU, SC
    ACKERMAN, E
    [J]. BIOPHYSICAL JOURNAL, 1986, 49 (02) : A275 - A275
  • [5] Reliability analysis based on Latin Hypercube Sampling of current reinforced concrete structures
    Delgado, J
    de Azeredo, M
    Delgado, R
    [J]. COMPUTATIONAL CONCRETE STRUCTURES TECHNOLOGY, 2000, : 77 - 85
  • [6] Finite Element Model Updating of Bridge Structures Based on Sensitivity Analysis and Optimization Algorithm
    HUANG Minshui1
    2. Hubei Key Laboratory of Control Structure
    [J]. Wuhan University Journal of Natural Sciences, 2008, (01) : 87 - 92
  • [7] Sensitivity analysis of the CT/xenon pulmonary washin model using Latin Hypercube Sampling
    Krueger, MA
    Kreck, TC
    Robertson, HT
    Hlastala, MP
    [J]. FASEB JOURNAL, 2002, 16 (05): : A877 - A877
  • [8] Global sensitivity analysis of the reliability of the slope stability based on the moment-independent combine with the Latin hypercube sampling technique
    Xu, Zhaoxia
    Wang, Xiuzhen
    [J]. STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT, 2023, 37 (06) : 2159 - 2171
  • [9] Global sensitivity analysis of the reliability of the slope stability based on the moment-independent combine with the Latin hypercube sampling technique
    Zhaoxia Xu
    Xiuzhen Wang
    [J]. Stochastic Environmental Research and Risk Assessment, 2023, 37 : 2159 - 2171
  • [10] Sensitivity Study of Large-Scale Air Pollution Model Based on Modifications of the Latin Hypercube Sampling Method
    Ostromsky, Tzvetan
    Todorov, Venelin
    Dimov, Ivan
    Georgieva, Rayna
    Zlatev, Zahari
    Poryazov, Stoyan
    [J]. LARGE-SCALE SCIENTIFIC COMPUTING (LSSC 2021), 2022, 13127 : 156 - 163