Multimodal Sparse Reconstruction in Lamb Wave Based Structural Health Monitoring

被引:7
作者
Golato, Andrew [1 ]
Santhanam, Sridhar [1 ]
Ahmad, Fauzia [1 ]
Amin, Moeness G. [1 ]
机构
[1] Villanova Univ, Coll Engn, Ctr Adv Commun, Villanova, PA 19085 USA
来源
COMPRESSIVE SENSING III | 2014年 / 9109卷
关键词
Sparse reconstruction; multimodal; Lamb waves; compressed sensing; structural health monitoring; DAMAGE;
D O I
10.1117/12.2050941
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Lamb waves are utilized extensively for structural health monitoring of thin structures, such as plates and shells. Normal practice involves fixing a network of piezoelectric transducers to the structural plate member for generating and receiving Lamb waves. Using the transducers in pitch-catch pairs, the scattered signals from defects in the plate can be recorded. In this paper, we propose an l(1)-norm minimization approach for localizing defects in thin plates, which inverts a multimodal Lamb wave based model through exploitation of the sparseness of the defects. We consider both symmetric and anti-symmetric fundamental propagating Lamb modes. We construct model-based dictionaries for each mode, taking into account the associated dispersion and attenuation through the medium. Reconstruction of the area being interrogated is then performed jointly across the two modes using the group sparsity constraint. Performance validation of the proposed defect localization scheme is provided using simulated data for an aluminum plate.
引用
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页数:7
相关论文
共 19 条
[1]  
Achenbach J. D., 1984, Wave Propagation in Elastic Solids
[2]   Compressive sensing for through-the-wall radar imaging [J].
Amin, Moeness G. ;
Ahmad, Fauzia .
JOURNAL OF ELECTRONIC IMAGING, 2013, 22 (03)
[3]  
[Anonymous], 2006, Journal of the Royal Statistical Society, Series B
[4]   Block-Sparse Signals: Uncertainty Relations and Efficient Recovery [J].
Eldar, Yonina C. ;
Kuppinger, Patrick ;
Boelcskei, Helmut .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2010, 58 (06) :3042-3054
[5]   Structural Health Monitoring of Composite Structures with Piezoelectric-Wafer Active Sensors [J].
Giurgiutiu, Victor ;
Santoni-Bottai, Giola .
AIAA JOURNAL, 2011, 49 (03) :565-581
[6]   Minimum Variance Ultrasonic Imaging Applied to an In Situ Sparse Guided Wave Array [J].
Hall, James S. ;
Michaels, Jennifer E. .
IEEE TRANSACTIONS ON ULTRASONICS FERROELECTRICS AND FREQUENCY CONTROL, 2010, 57 (10) :2311-2323
[7]  
Johnson D. H., 1993, Array Signal Processing: Concepts and Techniques
[8]   Damage detection in composite materials using Lamb wave methods [J].
Kessler, SS ;
Spearing, SM ;
Soutis, C .
SMART MATERIALS AND STRUCTURES, 2002, 11 (02) :269-278
[9]  
Leigsnering M, 2013, INT CONF ACOUST SPEE, P6004, DOI 10.1109/ICASSP.2013.6638817
[10]   Model-based imaging of damage with Lamb waves via sparse reconstruction [J].
Levine, Ross M. ;
Michaels, Jennifer E. .
JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 2013, 133 (03) :1525-1534