# Automated rock mass condition assessment during TBM tunnel excavation using deep learning

> Research article (Scientific Reports, 2022) · cited 27× · AI/ML

**Wikidata**: [openalex:W4210268250](https://www.wikidata.org/wiki/openalex:W4210268250)  
**Source**: https://4ort.xyz/entity/automated-rock-mass-condition-assessment-during-tbm-tunnel-excavation-using-deep-learning