# Machine learning-based software sensors for machine state monitoring - The role of SMOTE-based data augmentation

> Research article (Results in Engineering, 2022) · cited 32× · AI/ML

**Wikidata**: [openalex:W4309380009](https://www.wikidata.org/wiki/openalex:W4309380009)  
**Source**: https://4ort.xyz/entity/machine-learning-based-software-sensors-for-machine-state-monitoring-the-role-of-smote-based-data-augmentation