# Proposal of a Monitoring System for Collaborative Robots to Predict Outages and to Assess Reliability Factors Exploiting Machine Learning

> Research article (Applied Sciences, 2021) · cited 39× · AI/ML

**Wikidata**: [openalex:W3131741435](https://www.wikidata.org/wiki/openalex:W3131741435)  
**Source**: https://4ort.xyz/entity/proposal-of-a-monitoring-system-for-collaborative-robots-to-predict-outages-and-to-assess-reliability-factors-exploiting