Damage identification in beams using empirical mode decomposition

被引:54
作者
Rezaei, Davood [1 ]
Taheri, Farid [1 ]
机构
[1] Dalhousie Univ, Dept Civil & Resource Engn, Halifax, NS, Canada
来源
STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL | 2011年 / 10卷 / 03期
基金
加拿大自然科学与工程研究理事会;
关键词
vibration-based damage detection; beam-like structures; piezoceramic sensors; empirical mode decomposition; CRACK DETECTION; FINITE-ELEMENT; VIBRATION; LOCATION;
D O I
10.1177/1475921710373298
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Damage detection of beam-type components, which are often vital elements in many structures, is crucial for the prevention of failure of the entire structure and potential catastrophic consequences. In this article, the effectiveness of a damage index, referred to as the EMD energy damage index, for damage detection of beams is demonstrated through a set of numerical and experimental investigations. The proposed damage index utilizes the empirical mode decomposition for health assessment of the system based on its vibrational data. In the numerical study, finite element simulation of a cantilevered steel beam with a transverse notch was analyzed and various notch sizes, located at different locations along the beam, were investigated. In the experimental investigation, which used the same beam as in the numerical study, five notch sizes at the mid-span of the beam were examined. In both the numerical and experimental studies, the free vibration of the beam was acquired via piezoceramic sensors adjacent to the notch and then processed by the proposed methodology for evaluating the EMD energy damage index. This was motivated as the preliminary stage of our investigation with the notion of detecting the presence of a crack in a welded joint. The results were encouraging and proved the capability of the EMD energy damage index for detection and quantification of notches in beams and therefore can be regarded as an effective tool for structural health monitoring purposes. The results were also compared with a method based on changes in the beam natural frequencies. The effect of the boundary conditions on the EMD energy damage index was also experimentally studied.
引用
收藏
页码:261 / 274
页数:14
相关论文
共 50 条
  • [21] A methodology based on empirical mode decomposition and synchrosqueezed wavelet transform for modal properties identification and damage detection
    Sanchez, Wilson D.
    Avila, Suzana M.
    de Brito, Jose, V
    JOURNAL OF THE BRAZILIAN SOCIETY OF MECHANICAL SCIENCES AND ENGINEERING, 2022, 44 (11)
  • [22] A methodology based on empirical mode decomposition and synchrosqueezed wavelet transform for modal properties identification and damage detection
    Wilson D. Sanchez
    Suzana M. Avila
    Jose V. de Brito
    Journal of the Brazilian Society of Mechanical Sciences and Engineering, 2022, 44
  • [23] Identification of nonlinear elastic structures using empirical mode decomposition and nonlinear normal modes
    Poon, C. W.
    Chang, C. C.
    SMART STRUCTURES AND SYSTEMS, 2007, 3 (04) : 423 - 437
  • [24] Using Empirical Mode Decomposition Scheme for Helicopter Main Gearbox Bearing Defect Identification
    Duan, Fang
    Corsar, Michael
    Mba, David
    2016 PROGNOSTICS AND SYSTEM HEALTH MANAGEMENT CONFERENCE (PHM-CHENGDU), 2016,
  • [25] Empirical Mode Decomposition using the Second Derivative
    Park, Min-Su
    Kim, Donghoh
    Oh, Hee-Seok
    KOREAN JOURNAL OF APPLIED STATISTICS, 2013, 26 (02) : 335 - 347
  • [26] Overlay Communications Using Empirical Mode Decomposition
    Roy, Arnab
    Doherty, John F.
    IEEE SYSTEMS JOURNAL, 2011, 5 (01): : 121 - 128
  • [27] Using Empirical Mode Decomposition for Ground Filtering
    Ozcan, Abdullah H.
    Unsalan, Cem
    2015 7TH INTERNATIONAL CONFERENCE ON RECENT ADVANCES IN SPACE TECHNOLOGIES (RAST), 2015, : 317 - 321
  • [28] Damage Identification of Steel Beams Using Local and Global Methods
    Wang, Ying
    Hao, Hong
    ADVANCES IN STRUCTURAL ENGINEERING, 2012, 15 (05) : 807 - 824
  • [29] Fused empirical mode decomposition and wavelets for locating combined damage in a truss-type structure through vibration analysis
    Garcia-Perez, Arturo
    Amezquita-Sanchez, Juan P.
    Dominguez-Gonzalez, Aurelio
    Sedaghati, Ramin
    Osornio-Rios, Roque
    Romero-Troncoso, Rene J.
    JOURNAL OF ZHEJIANG UNIVERSITY-SCIENCE A, 2013, 14 (09): : 615 - 630
  • [30] A Method for Specific Emitter Identification Based on Empirical Mode Decomposition
    Song, Chunyun
    Xu, Jianmin
    Zhan, Yi
    2010 IEEE INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND INFORMATION SECURITY (WCNIS), VOL 2, 2010, : 54 - 57