# Smart real-time forecast of transient tunnel fires by a dual-agent deep learning model

> Research article (Tunnelling and Underground Space Technology, 2022) · cited 60× · AI/ML

**Wikidata**: [openalex:W4293438421](https://www.wikidata.org/wiki/openalex:W4293438421)  
**Source**: https://4ort.xyz/entity/smart-real-time-forecast-of-transient-tunnel-fires-by-a-dual-agent-deep-learning-model