# Intelligent identification of girth welds defects in pipelines using neural networks with attention modules

> Research article (Engineering Applications of Artificial Intelligence, 2023) · cited 35× · AI/ML

**Wikidata**: [openalex:W4388083563](https://www.wikidata.org/wiki/openalex:W4388083563)  
**Source**: https://4ort.xyz/entity/intelligent-identification-of-girth-welds-defects-in-pipelines-using-neural-networks-with-attention-modules