# A fundamental diagram based hybrid framework for traffic flow estimation and prediction by combining a Markovian model with deep learning

> Research article (Expert Systems with Applications, 2023) · cited 79× · AI/ML

**Wikidata**: [openalex:W4387709413](https://www.wikidata.org/wiki/openalex:W4387709413)  
**Source**: https://4ort.xyz/entity/a-fundamental-diagram-based-hybrid-framework-for-traffic-flow-estimation-and-prediction-by-combining-a-markovian-model-w