Structural Health Monitoring Sensor Placement Optimization Under Uncertainty

被引:48
|
作者
Guratzsch, Robert F. [1 ]
Mahadevan, Sankaran [1 ]
机构
[1] Vanderbilt Univ, Civil & Environm Engn Dept, Nashville, TN 37235 USA
基金
美国国家科学基金会;
关键词
ACTIVE VIBRATION CONTROL; ACTUATOR PLACEMENT; ALGORITHMS; SIMULATION; DESIGN;
D O I
10.2514/1.28435
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
This paper develops a methodology for the optimum layout design of sensor arrays of structural health monitoring systems under uncertainty. This includes finite element analysis under transient mechanical and thermal loads and incorporation of uncertainty quantification methods. The finite element model is validated with experimental data, accounting for uncertainties in experimental measurements and model predictions. The structural health monitoring sensors need to be placed optimally in order to detect with high reliability any structural damage before it turns critical. The proposed methodology achieves this objective by combining probabilistic finite element analysis, structural damage detection algorithms, and reliability-based optimization concepts.
引用
收藏
页码:1281 / 1289
页数:9
相关论文
共 50 条
  • [1] Sensor Placement Optimization for Structural Health Monitoring
    Song, Yu
    Cui, Xuepeng
    Hai, Jin
    Wang, Jianxin
    [J]. APPLIED ELECTROMAGNETICS AND MECHANICS (II), 2009, 13 : 327 - +
  • [2] Sensor Placement Optimization for Structural Health Monitoring
    Malings, Carl
    Pozzi, Matteo
    Velibeyoglu, Irem
    [J]. STRUCTURAL HEALTH MONITORING 2015: SYSTEM RELIABILITY FOR VERIFICATION AND IMPLEMENTATION, VOLS. 1 AND 2, 2015, : 2423 - 2430
  • [3] Optimization of sensor placement for structural health monitoring: a review
    Ostachowicz, Wieslaw
    Soman, Rohan
    Malinowski, Pawel
    [J]. STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL, 2019, 18 (03): : 963 - 988
  • [4] Optimization of Sensor Placement in a Bridge Structural Health Monitoring System
    Avendano, Juan C.
    Otero, Luis Daniel
    Otero, Carlos
    [J]. 2021 15TH ANNUAL IEEE INTERNATIONAL SYSTEMS CONFERENCE (SYSCON 2021), 2021,
  • [5] Optimal sensor placement in structural health monitoring using discrete optimization
    Sun, Hao
    Bueyuekoeztuerk, Oral
    [J]. SMART MATERIALS AND STRUCTURES, 2015, 24 (12)
  • [6] Optimization of Embedded Sensor Placement for Structural Health Monitoring of Composite Airframes
    Park, Chun
    Peters, Kara
    [J]. AIAA JOURNAL, 2012, 50 (11) : 2536 - 2545
  • [7] Deep generative Bayesian optimization for sensor placement in structural health monitoring
    Sajedi, Seyedomid
    Liang, Xiao
    [J]. COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING, 2022, 37 (09) : 1109 - 1127
  • [8] Distributed sensor placement optimization for computer aided structural health monitoring
    Ameduri, Salvatore
    Ciminello, Monica
    Dimino, Ignazio
    Concilio, Antonio
    Catignani, Alfonso
    Mancinelli, Raimondo
    [J]. ARCHIVE OF MECHANICAL ENGINEERING, 2019, 66 (01) : 111 - 127
  • [9] Vehicular network sensor placement optimization under uncertainty
    Fei, Xiang
    Mahmassani, Hani S.
    Murray-Tuite, Pamela
    [J]. TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES, 2013, 29 : 14 - 31
  • [10] Sensor Placement Optimization in Structural Health Monitoring Using Niching Monkey Algorithm
    Yi, Ting-Hua
    Li, Hong-Nan
    Gu, Ming
    Zhang, Xu-Dong
    [J]. INTERNATIONAL JOURNAL OF STRUCTURAL STABILITY AND DYNAMICS, 2014, 14 (05)