# On the Limitations of Physics-Informed Deep Learning: Illustrations Using First-Order Hyperbolic Conservation Law-Based Traffic Flow Models

> Research article (IEEE Open Journal of Intelligent Transportation Systems, 2023) · cited 41× · AI/ML

**Wikidata**: [openalex:W4366447380](https://www.wikidata.org/wiki/openalex:W4366447380)  
**Source**: https://4ort.xyz/entity/on-the-limitations-of-physics-informed-deep-learning-illustrations-using-first-order-hyperbolic-conservation-law-based-t
