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Crack detection in simply supported beams using stationary wavelet transform of modal data

机译:使用模态数据的平稳小波变换检测简支梁中的裂纹

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摘要

A new approach, using stationary wavelet transform (SWT), is proposed for crack detection in beam-like structures. SWT is a redundant transform that doubles the number of input samples at each iteration, which can provide a more accurate estimation of the variances and facilitate the identification of salient features in a signal, especially for recognizing noise or signal rupture. The mode shape of a cracked beam with a small crack depth, while apparently a single smooth curve, actually exhibits a local peak or discontinuity in the region of damage. The mode shape ‘signal’ can be approximately considered as that of the intact beam contaminated by ‘noise’ which consists of response noise and the additional response due to the crack. The signal can be decomposed by SWT into a smooth curve, called approximation coefficient, and a detail coefficient curve, which includes crack information, respectively. In this paper, the modal responses of damaged simply supported beams are computed using the finite element method in conjunction with some experimental tests. The effect of noise on the proposed method is also studied. It is shown that SWT of the modal data of cracked simply supported beams provides a better crack indication than conventional discrete wavelet transform. The relationship between SWT detail coefficient and crack size (depth and width) are also discussed. A new method based on the average difference of the SWT detail coefficient of vibration bending modes of a cracked beam and an intact beam is proposed as a damage index and verified.
机译:提出了一种利用平稳小波变换(SWT)的梁状结构裂缝检测新方法。 SWT是一种冗余变换,可以在每次迭代时将输入样本的数量加倍,从而可以提供更准确的方差估计,并有助于识别信号中的显着特征,尤其是用于识别噪声或信号破裂。裂纹深度小的裂纹梁的模态形状,虽然显然是一条平滑的曲线,但实际上在损伤区域表现出局部峰值或不连续性。模式形状“信号”可以大致视为被“噪声”污染的完整光束的形状,该噪声由响应噪声和裂纹引起的附加响应组成。 SWT可以将信号分解为平滑曲线(称为近似系数)和细节系数曲线(其中包含裂纹信息)。在本文中,使用有限元方法结合一些实验测试,计算了简支梁受损的模态响应。还研究了噪声对所提出方法的影响。结果表明,与传统的离散小波变换相比,破裂的简支梁的模态数据的SWT提供了更好的破裂指示。还讨论了SWT详细系数与裂纹尺寸(深度和宽度)之间的关系。提出了一种基于裂隙梁与完好的梁的振动弯曲模态的SWT细节系数平均差的新方法作为损伤指标,并进行了验证。

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