2024
DOI: 10.20517/ir.2024.13
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Structural damage identification method based on Swin Transformer and continuous wavelet transform

Jingzhou Xin,
Guangjiong Tao,
Qizhi Tang
et al.

Abstract: The accuracy improvement of deep learning-based damage identification methods has always been pursued. To this end, this study proposes a novel damage identification method using Swin Transformer and continuous wavelet transform (CWT). Specifically, the original structural vibration data is first transferred to a time-frequency diagram by CWT, thereby capturing the characteristic information of structural damage. Secondly, the Swin Transformer is applied to learn the two-dimensional time-frequency diagram laye… Show more

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