Time series analysis for vibration-based structural health monitoring: A review

被引:0
|
作者
Tee K.F. [1 ]
机构
[1] School of Engineering, University of Greenwich, Kent
来源
关键词
Autoregressive model; Damage sensitive features; Structural damage detection; Structural health monitoring; Time series snalysis;
D O I
10.3970/sdhm.2018.04316
中图分类号
学科分类号
摘要
Structural health monitoring (SHM) is a vast, interdisciplinary research field whose literature spans several decades with focusing on condition assessment of different types of structures including aerospace, mechanical and civil structures. The need for quantitative global damage detection methods that can be applied to complex structures has led to vibration-based inspection. Statistical time series methods for SHM form an important and rapidly evolving category within the broader vibration-based methods. In the literature on the structural damage detection, many time series-based methods have been proposed. When a considered time series model approximates the vibration response of a structure and model coefficients or residual error are obtained, any deviations in these coefficients or residual error can be inferred as an indication of a change or damage in the structure. Depending on the technique employed, various damage sensitive features have been proposed to capture the deviations. This paper reviews the application of time series analysis for SHM. The different types of time series analysis are described, and the basic principles are explained in detail. Then, the literature is reviewed based on how a damage sensitive feature is formed. In addition, some investigations that have attempted to modify and/or combine time series analysis with other approaches for better damage identification are presented. Copyright © 2018 Tech Science Press.
引用
收藏
页码:129 / 147
页数:18
相关论文
共 50 条
  • [21] Assessment of vibration-based damage indexes in structural health monitoring
    Sun, Xiaodan
    Ou, Jinping
    HEALTH MONITORING OF STRUCTURAL AND BIOLOGICAL SYSTEMS 2007, 2007, 6532
  • [22] Diagnosis performance of vibration-based structural identification and health monitoring
    De Roeck, Guido
    EURODYN 2014: IX INTERNATIONAL CONFERENCE ON STRUCTURAL DYNAMICS, 2014, : 11 - 20
  • [23] Unsupervised Learning Methods for Data-Driven Vibration-Based Structural Health Monitoring: A Review
    Eltouny, Kareem
    Gomaa, Mohamed
    Liang, Xiao
    SENSORS, 2023, 23 (06)
  • [24] The Stretching Method for Vibration-Based Structural Health Monitoring of Civil Structures
    Tsogka, Chrysoula
    Daskalakis, Emmanouil
    Comanducci, Gabriele
    Ubertini, Filippo
    COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING, 2017, 32 (04) : 288 - 303
  • [25] PigSense: Structural Vibration-based Activity and Health Monitoring System for Pigs
    Dong, Yiwen
    Bonde, Amelie
    Codling, Jesse R.
    Bannis, Adeola
    Cao, Jinpu
    Macon, Asya
    Rohrer, Gary
    Miles, Jeremy
    Sharma, Sudhendu
    Brown-Brandl, Tami
    Sangpetch, Akkarit
    Sangpetch, Orathai
    Zhang, Pei
    Noh, Hae Young
    ACM TRANSACTIONS ON SENSOR NETWORKS, 2024, 20 (01)
  • [26] Special issue on vibration-based structural damage detection and health monitoring
    Epureanu, Bogdan I.
    Derriso, Mark M.
    JOURNAL OF VIBRATION AND ACOUSTICS-TRANSACTIONS OF THE ASME, 2007, 129 (06): : 685 - 685
  • [27] Fuzzy clustering of stability diagrams for vibration-based structural health monitoring
    Carden, E. Peter
    Brownjohn, James M. W.
    COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING, 2008, 23 (05) : 360 - 372
  • [28] An Overview: The Application of Vibration-Based Techniques in Bridge Structural Health Monitoring
    Siti Shahirah Saidin
    Adiza Jamadin
    Sakhiah Abdul Kudus
    Norliyati Mohd Amin
    Muhamad Azhan Anuar
    International Journal of Concrete Structures and Materials, 2022, 16
  • [29] Vibration-based structural health monitoring using large sensor networks
    Deraemaeker, A.
    Preumont, A.
    Reynders, E.
    De Roeck, G.
    Kullaa, J.
    Lamsa, V.
    Worden, K.
    Manson, G.
    Barthorpe, R.
    Papatheou, E.
    Kudela, P.
    Malinowski, P.
    Ostachowicz, W.
    Wandowski, T.
    SMART STRUCTURES AND SYSTEMS, 2010, 6 (03) : 335 - 347
  • [30] An Overview: The Application of Vibration-Based Techniques in Bridge Structural Health Monitoring
    Saidin, Siti Shahirah
    Jamadin, Adiza
    Abdul Kudus, Sakhiah
    Mohd Amin, Norliyati
    Anuar, Muhamad Azhan
    INTERNATIONAL JOURNAL OF CONCRETE STRUCTURES AND MATERIALS, 2022, 16 (01)