# A novel temperature prediction method without using energy equation based on physics-informed neural network (PINN): A case study on plate- circular/square pin-fin heat sinks

> Research article (Engineering Analysis with Boundary Elements, 2022) · cited 44× · AI/ML

**Wikidata**: [openalex:W4303646514](https://www.wikidata.org/wiki/openalex:W4303646514)  
**Source**: https://4ort.xyz/entity/a-novel-temperature-prediction-method-without-using-energy-equation-based-on-physics-informed-neural-network-pinn-a-case