# FlamePINN-1D: Physics-informed neural networks to solve forward and inverse problems of 1D laminar flames

> Research article (Combustion and Flame, 2025) · cited 11× · AI/ML

**Wikidata**: [openalex:W4406939478](https://www.wikidata.org/wiki/openalex:W4406939478)  
**Source**: https://4ort.xyz/entity/flamepinn-1d-physics-informed-neural-networks-to-solve-forward-and-inverse-problems-of-1d-laminar-flames