# Solving Inverse Heat Transfer Problems Without Surrogate Models: A Fast, Data-Sparse, Physics Informed Neural Network Approach

> Research article (Journal of Computing and Information Science in Engineering, 2022) · cited 55× · AI/ML

**Wikidata**: [openalex:W4211052067](https://www.wikidata.org/wiki/openalex:W4211052067)  
**Source**: https://4ort.xyz/entity/solving-inverse-heat-transfer-problems-without-surrogate-models-a-fast-data-sparse-physics-informed-neural-network-appro