# Failure detection in robotic arms using statistical modeling, machine learning and hybrid gradient boosting

> Research article (Measurement, 2019) · cited 60× · AI/ML

**Wikidata**: [openalex:W2955161446](https://www.wikidata.org/wiki/openalex:W2955161446)  
**Source**: https://4ort.xyz/entity/failure-detection-in-robotic-arms-using-statistical-modeling-machine-learning-and-hybrid-gradient-boosting