# Modelling and prediction of surface roughness in wire arc additive manufacturing using machine learning

> Research article (Journal of Intelligent Manufacturing, 2021) · cited 235× · AI/ML

**Wikidata**: [openalex:W3121721182](https://www.wikidata.org/wiki/openalex:W3121721182)  
**Source**: https://4ort.xyz/entity/modelling-and-prediction-of-surface-roughness-in-wire-arc-additive-manufacturing-using-machine-learning
