# Physics-Informed Deep Learning for Traffic State Estimation: Illustrations With LWR and CTM Models

> Research article (IEEE Open Journal of Intelligent Transportation Systems, 2022) · cited 72× · AI/ML

**Wikidata**: [openalex:W4285109022](https://www.wikidata.org/wiki/openalex:W4285109022)  
**Source**: https://4ort.xyz/entity/physics-informed-deep-learning-for-traffic-state-estimation-illustrations-with-lwr-and-ctm-models