# Flow: Deep Reinforcement Learning for Control in SUMO

> Research article (EPiC series in engineering, 2018) · cited 49× · AI/ML

**Wikidata**: [openalex:W2908630602](https://www.wikidata.org/wiki/openalex:W2908630602)  
**Source**: https://4ort.xyz/entity/flow-deep-reinforcement-learning-for-control-in-sumo