# Beyond centralization: Non-cooperative perimeter control with extended mean-field reinforcement learning in urban road networks

> Research article (Transportation Research Part B Methodological, 2024) · cited 12× · AI/ML

**Wikidata**: [openalex:W4400228476](https://www.wikidata.org/wiki/openalex:W4400228476)  
**Source**: https://4ort.xyz/entity/beyond-centralization-non-cooperative-perimeter-control-with-extended-mean-field-reinforcement-learning-in-urban-road-ne