# A real-time prediction model for tunnel rock strength using geological drilling data and physics-informed neural networks

> Research article (Tunnelling and Underground Space Technology, 2025) · cited 21× · AI/ML

**Wikidata**: [openalex:W4417525966](https://www.wikidata.org/wiki/openalex:W4417525966)  
**Source**: https://4ort.xyz/entity/a-real-time-prediction-model-for-tunnel-rock-strength-using-geological-drilling-data-and-physics-informed-neural-network