# Incorporating Traffic Flow Model into A Deep Learning Method for Traffic State Estimation: A Hybrid Stepwise Modeling Framework

> Research article (Journal of Advanced Transportation, 2022) · cited 19× · AI/ML

**Wikidata**: [openalex:W4308354692](https://www.wikidata.org/wiki/openalex:W4308354692)  
**Source**: https://4ort.xyz/entity/incorporating-traffic-flow-model-into-a-deep-learning-method-for-traffic-state-estimation-a-hybrid-stepwise-modeling-fra