# Automatic assessment of freeze-thaw damage in concrete structures using piezoelectric-based active sensing approach and deep learning technique

> Research article (Engineering Structures, 2024) · cited 34× · AI/ML

**Wikidata**: [openalex:W4390724971](https://www.wikidata.org/wiki/openalex:W4390724971)  
**Source**: https://4ort.xyz/entity/automatic-assessment-of-freeze-thaw-damage-in-concrete-structures-using-piezoelectric-based-active-sensing-approach-and-