# Machine Learning Application Using Cost-Effective Components for Predictive Maintenance in Industry: A Tube Filling Machine Case Study

> Research article (Journal of Manufacturing and Materials Processing, 2022) · cited 23× · AI/ML

**Wikidata**: [openalex:W4297474383](https://www.wikidata.org/wiki/openalex:W4297474383)  
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