# Data augmentation for numerical data from manufacturing processes: an overview of techniques and assessment of when which techniques work

> Research article (Industrial Artificial Intelligence, 2025) · cited 13× · AI/ML

**Wikidata**: [openalex:W4406124547](https://www.wikidata.org/wiki/openalex:W4406124547)  
**Source**: https://4ort.xyz/entity/data-augmentation-for-numerical-data-from-manufacturing-processes-an-overview-of-techniques-and-assessment-of-when-which