# Towards intelligent monitoring system in wire arc additive manufacturing: a surface anomaly detector on a small dataset

> Research article (The International Journal of Advanced Manufacturing Technology, 2022) · cited 46× · AI/ML

**Wikidata**: [openalex:W4220832884](https://www.wikidata.org/wiki/openalex:W4220832884)  
**Source**: https://4ort.xyz/entity/towards-intelligent-monitoring-system-in-wire-arc-additive-manufacturing-a-surface-anomaly-detector-on-a-small-dataset