# Roundness and positioning deviation prediction in single point incremental forming using deep learning approaches

> Research article (Advances in Mechanical Engineering, 2019) · cited 25× · AI/ML

**Wikidata**: [openalex:W2962811470](https://www.wikidata.org/wiki/openalex:W2962811470)  
**Source**: https://4ort.xyz/entity/roundness-and-positioning-deviation-prediction-in-single-point-incremental-forming-using-deep-learning-approaches