# A data-driven intelligent predictive maintenance decision framework for mechanical systems integrating transformer and kernel density estimation

> Research article (Computers & Industrial Engineering, 2025) · cited 15× · AI/ML

**Wikidata**: [openalex:W4406308684](https://www.wikidata.org/wiki/openalex:W4406308684)  
**Source**: https://4ort.xyz/entity/a-data-driven-intelligent-predictive-maintenance-decision-framework-for-mechanical-systems-integrating-transformer-and-k