# Improving quality prediction in radial-axial ring rolling using a semi-supervised approach and generative adversarial networks for synthetic data generation

> Research article (Production Engineering, 2021) · cited 10× · AI/ML

**Wikidata**: [openalex:W3198053105](https://www.wikidata.org/wiki/openalex:W3198053105)  
**Source**: https://4ort.xyz/entity/improving-quality-prediction-in-radial-axial-ring-rolling-using-a-semi-supervised-approach-and-generative-adversarial-ne