# A novel flaw detection approach in carbon steel pipes through ultrasonic guided waves and optimized transformer neural networks

> Research article (Journal of Mechanical Science and Technology, 2024) · cited 14× · AI/ML

**Wikidata**: [openalex:W4400333207](https://www.wikidata.org/wiki/openalex:W4400333207)  
**Source**: https://4ort.xyz/entity/a-novel-flaw-detection-approach-in-carbon-steel-pipes-through-ultrasonic-guided-waves-and-optimized-transformer-neural-n