Reference-free damage detection by means of wavelet transform and empirical mode decomposition applied to Lamb waves

被引:66
作者
Bagheri, Abdollah [1 ]
Li, Kaiyuan [1 ]
Rizzo, Piervincenzo [1 ]
机构
[1] Univ Pittsburgh, Dept Civil & Environm Engn, Lab Nondestruct Evaluat & Struct Hlth Monitoring, Pittsburgh, PA 15261 USA
关键词
Structural health monitoring; reference-free method; guided ultrasonic waves; continuous wavelet analysis; empirical mode decomposition; probability; PIEZOELECTRIC SENSOR/ACTUATOR NETWORK; DEFECT DETECTION; OUTLIER ANALYSIS; CRACK DETECTION; IDENTIFICATION; LOCALIZATION; PROPAGATION; EXTRACTION; SIGNALS; ARRAY;
D O I
10.1177/1045389X12460433
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Guided ultrasonic waves are increasingly used in all those structural health monitoring applications that benefit from built-in transduction, moderately large inspection ranges, and high sensitivity to small flaws. This article describes a monitoring system based on the generation and detection of the guided ultrasonic waves from an array of sparse transducers. In a round-robin manner, ultrasonic waves are generated and measured from all possible different pairs of excitation and sensing transducers. The ultrasonic signals are then processed using continuous wavelet transform and empirical mode decomposition to extract few damage-sensitive features that enable the detection and localization of damage. With respect to most of the existing guided ultrasonic wave-based methods, the proposed approach does not require to record data from a pristine structure (baseline data), and damage is inferred by examining the selected features obtained from all the possible combinations of actuator-sensor pairs of the array. In this study, the method is validated using commercial finite element software to model the presence of 10 ultrasonic transducers bonded onto an aluminum plate. The results are promising and ongoing studies are focusing on the experimental validation and the application to other waveguides.
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页码:194 / 208
页数:15
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