# Unsupervised deep learning framework for ultrasonic-based distributed damage detection in concrete: integration of a deep auto-encoder and Isolation Forest for anomaly detection

> Research article (Structural Health Monitoring, 2023) · cited 17× · AI/ML

**Wikidata**: [openalex:W4383817218](https://www.wikidata.org/wiki/openalex:W4383817218)  
**Source**: https://4ort.xyz/entity/unsupervised-deep-learning-framework-for-ultrasonic-based-distributed-damage-detection-in-concrete-integration-of-a-deep