# Weak ultrasonic guided wave signal recognition based on one-dimensional convolutional neural network denoising autoencoder and its application to small defect detection in pipelines

> Research article (Measurement, 2024) · cited 24× · AI/ML

**Wikidata**: [openalex:W4404360573](https://www.wikidata.org/wiki/openalex:W4404360573)  
**Source**: https://4ort.xyz/entity/weak-ultrasonic-guided-wave-signal-recognition-based-on-one-dimensional-convolutional-neural-network-denoising-autoencod