# Semi-Double-loop machine learning based CPS approach for predictive maintenance in manufacturing system based on machine status indications

> Research article (CIRP Annals, 2021) · cited 34× · AI/ML

**Wikidata**: [openalex:W3169355597](https://www.wikidata.org/wiki/openalex:W3169355597)  
**Source**: https://4ort.xyz/entity/semi-double-loop-machine-learning-based-cps-approach-for-predictive-maintenance-in-manufacturing-system-based-on-machine