# Review on Machine Learning-based Defect Detection of Shield Tunnel Lining

> Research article (Periodica Polytechnica Civil Engineering, 2022) · cited 12× · AI/ML

**Wikidata**: [openalex:W4281771766](https://www.wikidata.org/wiki/openalex:W4281771766)  
**Source**: https://4ort.xyz/entity/review-on-machine-learning-based-defect-detection-of-shield-tunnel-lining