# Physics-informed convolutional neural networks for temperature field prediction of heat source layout without labeled data

> Research article (Engineering Applications of Artificial Intelligence, 2022) · cited 133× · AI/ML

**Wikidata**: [openalex:W4306982088](https://www.wikidata.org/wiki/openalex:W4306982088)  
**Source**: https://4ort.xyz/entity/physics-informed-convolutional-neural-networks-for-temperature-field-prediction-of-heat-source-layout-without-labeled-da
