# Numerical investigations for micro-crack evaluation and localization in pipelines using nonlinear ultrasonic guided wave combining deep learning

> Research article (Wave Motion, 2024) · cited 11× · AI/ML

**Wikidata**: [openalex:W4399706064](https://www.wikidata.org/wiki/openalex:W4399706064)  
**Source**: https://4ort.xyz/entity/numerical-investigations-for-micro-crack-evaluation-and-localization-in-pipelines-using-nonlinear-ultrasonic-guided-wave