Research on optimal sensor placement method for grid structures based on member strain energy

被引:2
作者
Shen, Yanbin [1 ]
You, Saihao [1 ]
Xu, Wucheng [1 ]
Luo, Yaozhi [1 ]
机构
[1] Zhejiang Univ, Coll Civil Engn & Architecture, 866 Yuhangtang Rd, Hangzhou, Zhejiang, Peoples R China
基金
中国国家自然科学基金; 国家重点研发计划;
关键词
optimal sensor placement; damage sensitivity; response correlation; grid structures; genetic algorithm; MODAL IDENTIFICATION; DAMAGE; OPTIMIZATION; REDUNDANCY;
D O I
10.1177/13694332241267935
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Structural health monitoring obtains data reflecting the service status of grid structures through sensors. One of the issues to consider in optimal sensor placement is how to obtain as much information as possible with a limited number of sensors. In this paper, a sensor placement method is proposed based on damage sensitivity and correlation analysis, which is based on strain energy calculation and is suitable for grid structures. Specifically, with the sensor locations as optimization variables, a mathematical optimization model is established by considering the damage sensitivity and redundancy of the monitoring scheme, and a genetic algorithm is employed for computation. Two examples, including a lattice shell and a flat grid, are provided to illustrate the method, followed by a discussion of the sensitivity of parameters such as stiffness reduction degree and load form. The results indicate that the redundancy of the optimized schemes for the two examples decreased by approximately 80% and 30%, respectively. The proposed method ensures a certain degree of damage sensitivity while significantly reducing redundancy, demonstrating its applicability and robustness in sensor placement for grid structures.
引用
收藏
页码:2375 / 2390
页数:16
相关论文
共 50 条
  • [21] Novel optimal sensor placement method towards the high-precision digital twin for complex curved structures
    Tian, Kuo
    Gao, Tianhe
    Hu, Xuanwei
    Xiao, Junyi
    Liu, Yi
    INTERNATIONAL JOURNAL OF SOLIDS AND STRUCTURES, 2024, 302
  • [22] Optimal sensor placement for space modal identification of crane structures based on an improved harmony search algorithm
    Jin, Hui
    Xia, Jie
    Wang, Ya-qiong
    JOURNAL OF ZHEJIANG UNIVERSITY-SCIENCE A, 2015, 16 (06): : 464 - 477
  • [23] An interval effective independence method for optimal sensor placement based on non-probabilistic approach
    Yang, Chen
    Lu, ZiXing
    SCIENCE CHINA-TECHNOLOGICAL SCIENCES, 2017, 60 (02) : 186 - 198
  • [24] An efficient approach for optimal sensor placement and damage identification in laminated composite structures
    Dinh-Cong, D.
    Dang-Trung, H.
    Nguyen-Thoi, T.
    ADVANCES IN ENGINEERING SOFTWARE, 2018, 119 : 48 - 59
  • [25] A new optimal sensor placement method for virtual sensing of composite laminate
    Zhang, Zifan
    Peng, Chang
    Wang, Guangjun
    Ju, Zengye
    Ma, Long
    MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2023, 195
  • [26] Optimal vibration sensor placement for jacket support structures of offshore wind turbines based on value of information analysis
    Eichner, Lukas
    Schneider, Ronald
    Baessler, Matthias
    OCEAN ENGINEERING, 2023, 288
  • [27] Optimal Sensor Placement Based on Substructure Sensitivity
    Zhou, Shumei
    Bao, Yuequan
    Li, Hui
    SENSORS AND SMART STRUCTURES TECHNOLOGIES FOR CIVIL, MECHANICAL, AND AEROSPACE SYSTEMS 2012, PTS 1 AND 2, 2012, 8345
  • [28] A two-stage optimal sensor placement method for multi-type structural response reconstruction
    Liu, Chengyin
    Jiang, Zhaoshuo
    Gong, Yi
    Xiao, Yongfeng
    MEASUREMENT SCIENCE AND TECHNOLOGY, 2021, 32 (03)
  • [29] Optimal sensor placement for maximum area coverage (MAC) for damage localization in composite structures
    Thiene, M.
    Khodaei, Z. Sharif
    Aliabadi, M. H.
    SMART MATERIALS AND STRUCTURES, 2016, 25 (09)
  • [30] Reinforcement Learning-Based Optimal Sensor Placement for Spatiotemporal Modeling
    Wang, Zhi
    Li, Han-Xiong
    Chen, Chunlin
    IEEE TRANSACTIONS ON CYBERNETICS, 2020, 50 (06) : 2861 - 2871