# Direct numerical simulation of natural convection based on parameter-input physics-informed neural networks

> Research article (International Journal of Heat and Mass Transfer, 2024) · cited 10× · AI/ML

**Wikidata**: [openalex:W4404112380](https://www.wikidata.org/wiki/openalex:W4404112380)  
**Source**: https://4ort.xyz/entity/direct-numerical-simulation-of-natural-convection-based-on-parameter-input-physics-informed-neural-networks