# A predictive maintenance approach in manufacturing systems via AI-based early failure detection

> Research article (Manufacturing Letters, 2023) · cited 43× · AI/ML

**Wikidata**: [openalex:W4387463177](https://www.wikidata.org/wiki/openalex:W4387463177)  
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