# An improved physics-informed neural network framework for solving transient nonlinear and inhomogeneous heat conduction problems

> Research article (International Journal of Heat and Mass Transfer, 2025) · cited 11× · AI/ML

**Wikidata**: [openalex:W4412457752](https://www.wikidata.org/wiki/openalex:W4412457752)  
**Source**: https://4ort.xyz/entity/an-improved-physics-informed-neural-network-framework-for-solving-transient-nonlinear-and-inhomogeneous-heat-conduction-