# Physics-Informed Neural Networks (PINNs)-Based Traffic State Estimation: An Application to Traffic Network

> Research article (Algorithms, 2022) · cited 36× · AI/ML

**Wikidata**: [openalex:W4310213263](https://www.wikidata.org/wiki/openalex:W4310213263)  
**Source**: https://4ort.xyz/entity/physics-informed-neural-networks-pinns-based-traffic-state-estimation-an-application-to-traffic-network