# Comprehensive Review of Robotics Operating System-Based Reinforcement Learning in Robotics

> Research article (Applied Sciences, 2025) · cited 13× · AI/ML

**Wikidata**: [openalex:W4407353104](https://www.wikidata.org/wiki/openalex:W4407353104)  
**Source**: https://4ort.xyz/entity/comprehensive-review-of-robotics-operating-system-based-reinforcement-learning-in-robotics