# A Deep Reinforcement Learning Approach for Ramp Metering Based on Traffic Video Data

> Research article (Journal of Advanced Transportation, 2021) · cited 16× · AI/ML

**Wikidata**: [openalex:W3209319237](https://www.wikidata.org/wiki/openalex:W3209319237)  
**Source**: https://4ort.xyz/entity/a-deep-reinforcement-learning-approach-for-ramp-metering-based-on-traffic-video-data