# Coordinating dynamic signage for evacuation guidance: A multi-agent reinforcement learning approach integrating mesoscopic crowd modeling and fire propagation

> Research article (Chaos Solitons & Fractals, 2025) · cited 16× · AI/ML

**Wikidata**: [openalex:W4408264335](https://www.wikidata.org/wiki/openalex:W4408264335)  
**Source**: https://4ort.xyz/entity/coordinating-dynamic-signage-for-evacuation-guidance-a-multi-agent-reinforcement-learning-approach-integrating-mesoscopi