# Advancing heat transfer modeling through machine learning: A focus on forced convection with nanoparticles

> Research article (Numerical Heat Transfer Part A Applications, 2024) · cited 20× · AI/ML

**Wikidata**: [openalex:W4390543904](https://www.wikidata.org/wiki/openalex:W4390543904)  
**Source**: https://4ort.xyz/entity/advancing-heat-transfer-modeling-through-machine-learning-a-focus-on-forced-convection-with-nanoparticles