# Bidirectional mapping modeling of pipeline vertical deformation and axial strain based on multi-source monitoring data and machine learning

> Research article (Journal of Pipeline Science and Engineering, 2026) · cited 11× · AI/ML

**Wikidata**: [openalex:W7118315508](https://www.wikidata.org/wiki/openalex:W7118315508)  
**Source**: https://4ort.xyz/entity/bidirectional-mapping-modeling-of-pipeline-vertical-deformation-and-axial-strain-based-on-multi-source-monitoring-data-a