# Quality detection and classification for ultrasonic welding of carbon fiber composites using time-series data and neural network methods

> Research article (Journal of Manufacturing Systems, 2021) · cited 22× · AI/ML

**Wikidata**: [openalex:W3209611444](https://www.wikidata.org/wiki/openalex:W3209611444)  
**Source**: https://4ort.xyz/entity/quality-detection-and-classification-for-ultrasonic-welding-of-carbon-fiber-composites-using-time-series-data-and-neural