基于pi - otdr传感器和支持向量机的铝板损伤检测

R. Zahoor, E. Catalano, R. Vallifuoco, L. Zeni, A. Minardo
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摘要

在本文中,我们利用60厘米空间分辨率的相敏时域反射(phi-OTDR)传感器来检测铝板中压电陶瓷致动器产生的兰姆波。在此基础上,采用基于支持向量机分类器的机器学习算法进行损伤定位。我们表明支持向量机能够识别可能与损伤位置相关的Lamb波信号中的特征。本研究充分利用了phi-OTDR传感器提供的丰富信息,从不同的损伤点提取损伤数据。结果表明,该方法具有识别和定位薄板结构损伤的潜力。
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Damage detection in an aluminum plate through a phi-OTDR sensor and support vector machines
In this paper, we make use of a phase-sensitive time domain reflectometry (phi-OTDR) sensor with 60-cm spatial resolution to detect the Lamb waves generated by a piezo-ceramic actuator in an aluminum plate. Furthermore, a machine learning algorithm based on Support Vector Machine (SVM) classifiers was employed for damage localization. We show that SVMs are able to identify the characteristics in Lamb wave signals that may be linked to damage location. This study makes full use of the rich information provided by the phi-OTDR sensor, extracting damaged data from diverse damage spots. The results indicate that the proposed technique has the potential to identify and locate damages in thin-plate structures.
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