# Classification of failure modes of pipelines containing longitudinal surface cracks using mechanics-based and machine learning models

> Research article (Journal of Infrastructure Preservation and Resilience, 2023) · cited 14× · AI/ML

**Wikidata**: [openalex:W4317569114](https://www.wikidata.org/wiki/openalex:W4317569114)  
**Source**: https://4ort.xyz/entity/classification-of-failure-modes-of-pipelines-containing-longitudinal-surface-cracks-using-mechanics-based-and-machine-le