Frequency Warping Compressive Sensing for Structural Monitoring of Aircraft Wing

被引:0
作者
Perelli, Alessandro [1 ,2 ]
Harput, Sevan [2 ]
De Marchi, Luca [1 ]
Freear, Steven [2 ]
机构
[1] Univ Bologna, Dept Elect & Informat Engn, I-40126 Bologna, Italy
[2] Univ Leeds, Sch Elect & Elect Engn, Ultrasound Grp, Leeds, W Yorkshire, England
来源
2013 18TH INTERNATIONAL CONFERENCE ON DIGITAL SIGNAL PROCESSING (DSP) | 2013年
关键词
Lamb waves; Warped frequency transform; Compressive sensing; Defect detection; Aircraft wing;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
(T)his work focuses on an ultrasonic guided wave structural health monitoring (SHM) system development for aircraft wing inspection. The performed work simulate small, low-cost and light-weight piezoelectric discs bonded to various parts of the aircraft wing, in a form of relatively sparse arrays, for cracks and corrosion monitoring. The piezoelectric discs take turns generating and receiving ultrasonic guided waves. The development of an in situ health monitoring system that can inspect large areas and communicate remotely to the inspector is highly computational demanding due to both the huge number of Piezoelectric sensors needed and the high sampling frequency. To address this problem, a general approach for low rate sampling is developed. Compressive Sensing (CS) has emerged as a potentially viable technique for the efficient acquisition that exploits the sparse representation of dispersive ultrasonic guided waves in the frequency warped basis. The framework is applied to lower the sampling frequency and to enhance defect localization performances of Lamb wave inspection systems. The approach is based on the inverse Warped Frequency Transform (WFT) as the sparsifying basis for the Compressive Sensing acquisition and to compensate the dispersive behaviour of Lamb waves. As a result, an automatic detection procedure to locate defect-induced reflections was demonstrated and successfully tested on simulated Lamb waves propagating in an aluminum wing specimen using PZFlex software. The proposed method is suitable for defect detection and can be easily implemented for real application to structural health monitoring.
引用
收藏
页数:6
相关论文
共 50 条
  • [41] Compressive Sensing of Frequency-Hopping Spread Spectrum Signals
    Liu, Feng
    Kim, Yookyung
    Goodman, Nathan A.
    Ashok, Amit
    Bilgin, Ali
    COMPRESSIVE SENSING, 2012, 8365
  • [42] Compressive Sensing Ultrasound Beamformed Imaging In Time and Frequency Domain
    Kumar, Pradeep
    Bharath, Mishra R.
    Rajalakshmi, P.
    Desai, Uday B.
    2015 17TH INTERNATIONAL CONFERENCE ON E-HEALTH NETWORKING, APPLICATION & SERVICES (HEALTHCOM), 2015, : 523 - 527
  • [43] COMPRESSIVE SENSING BASED ECG MONITORING WITH EFFECTIVE AF DETECTION
    Kuo, Hung-Chi
    Lin, Yu-Min
    Wu, An-Yeu
    2017 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2017, : 1008 - 1012
  • [44] Smart Grid Health Monitoring via Dynamic Compressive Sensing
    Hao, Jinping
    Piechocki, Robert J.
    Kaleshi, Dritan
    Ching, Woon Hau
    Fan, Zhong
    2013 4TH IEEE/PES INNOVATIVE SMART GRID TECHNOLOGIES EUROPE (ISGT EUROPE), 2013,
  • [45] Efficient Joint Sensing of Sparse Angular-Frequency Spectrum based on Compressive Sensing
    Haniz, Azril
    Matsumura, Takeshi
    Kojima, Fumihide
    2020 IEEE 31ST ANNUAL INTERNATIONAL SYMPOSIUM ON PERSONAL, INDOOR AND MOBILE RADIO COMMUNICATIONS (IEEE PIMRC), 2020,
  • [46] Compressive Sensing for Structural Damage Detection of Reinforced Concrete Structures
    Jayawardhana, Madhuka
    Zhu, Xinqun
    Liyanapathirana, Ranjith
    Gunawardana, Upul
    DAMAGE ASSESSMENT OF STRUCTURES X, PTS 1 AND 2, 2013, 569-570 : 742 - 750
  • [47] AN INTRODUCTION TO COMPRESSIVE SENSING AND ITS POTENTIAL APPLICATIONS IN STRUCTURAL ENGINEERING
    Wang, Ying
    Hao, Hong
    PROCEEDINGS OF THE ELEVENTH INTERNATIONAL SYMPOSIUM ON STRUCTURAL ENGINEERING, VOL I AND II, 2010, : 1089 - 1094
  • [48] Dynamic Time Warping Temperature Compensation for Guided Wave Structural Health Monitoring
    Douglass, Alexander C. S.
    Harley, Joel B.
    IEEE TRANSACTIONS ON ULTRASONICS FERROELECTRICS AND FREQUENCY CONTROL, 2018, 65 (05) : 851 - 861
  • [49] Bayesian compressive sensing for recovering the time-frequency representation of undersampled Lamb wave signals
    Wang, Zhe
    Wang, Shen
    Wang, Qing
    Zhan, Zaifu
    Zhao, Wei
    Huang, Songling
    APPLIED ACOUSTICS, 2022, 187
  • [50] ACCELEROMETER-BASED GESTURE RECOGNITION VIA DYNAMIC-TIME WARPING, AFFINITY PROPAGATION, & COMPRESSIVE SENSING
    Akl, Ahmad
    Valaee, Shahrokh
    2010 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, 2010, : 2270 - 2273