# Deep convolutional neural network for multi-level non-invasive tunnel lining assessment

> Research article (Frontiers of Structural and Civil Engineering, 2022) · cited 20× · AI/ML

**Wikidata**: [openalex:W4221119073](https://www.wikidata.org/wiki/openalex:W4221119073)  
**Source**: https://4ort.xyz/entity/deep-convolutional-neural-network-for-multi-level-non-invasive-tunnel-lining-assessment