# Smart prediction for tunnel fire state evolution based on an improved fire simulation curve through particle swarm optimization algorithm

> Research article (Fire Safety Journal, 2023) · cited 15× · AI/ML

**Wikidata**: [openalex:W4319001506](https://www.wikidata.org/wiki/openalex:W4319001506)  
**Source**: https://4ort.xyz/entity/smart-prediction-for-tunnel-fire-state-evolution-based-on-an-improved-fire-simulation-curve-through-particle-swarm-optim