# A physics-driven and machine learning-based digital twinning approach to transient thermal systems

> Research article (International Journal of Numerical Methods for Heat &amp Fluid Flow, 2024) · cited 25× · AI/ML

**Wikidata**: [openalex:W4396220335](https://www.wikidata.org/wiki/openalex:W4396220335)  
**Source**: https://4ort.xyz/entity/a-physics-driven-and-machine-learning-based-digital-twinning-approach-to-transient-thermal-systems