Weak Ultrasonic Guided Wave Signal Recognition Based on One-Dimensional Convolutional Neural Network Denoising Autoencoder and Its Application to Small Defect Detection in Pipelines

Jing Wu, Yingfeng Yang, Zeyu Lin, Yizhou Lin, Yan Wang,Weiwei Zhang, Hongwei Ma

MEASUREMENT（2025）

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Ultrasonic guided waves,Denoising autoencoder,Convolutional neural networks,Defect recognition,Pipelines

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