# Predicting Parameters of Heat Transfer in a Shell and Tube Heat Exchanger Using Aluminum Oxide Nanofluid with Artificial Neural Network (ANN) and Self-Organizing Map (SOM)

> Research article (Sustainability, 2021) · cited 27× · AI/ML

**Wikidata**: [openalex:W3189380975](https://www.wikidata.org/wiki/openalex:W3189380975)  
**Source**: https://4ort.xyz/entity/predicting-parameters-of-heat-transfer-in-a-shell-and-tube-heat-exchanger-using-aluminum-oxide-nanofluid-with-artificial