# A Pipe Ultrasonic Guided Wave Signal Generation Network Suitable for Data Enhancement in Deep Learning: US-WGAN

> Research article (Energies, 2022) · cited 15× · AI/ML

**Wikidata**: [openalex:W4295845686](https://www.wikidata.org/wiki/openalex:W4295845686)  
**Source**: https://4ort.xyz/entity/a-pipe-ultrasonic-guided-wave-signal-generation-network-suitable-for-data-enhancement-in-deep-learning-us-wgan