# Predictive maintenance system for production lines in manufacturing: A machine learning approach using IoT data in real-time

> Research article (Expert Systems with Applications, 2021) · cited 509× · AI/ML

**Wikidata**: [openalex:W3125387313](https://www.wikidata.org/wiki/openalex:W3125387313)  
**Source**: https://4ort.xyz/entity/predictive-maintenance-system-for-production-lines-in-manufacturing-a-machine-learning-approach-using-iot-data-in-real-t