# Deep multi-agent reinforcement learning for multi-level preventive maintenance in manufacturing systems

> Research article (Expert Systems with Applications, 2021) · cited 79× · AI/ML

**Wikidata**: [openalex:W4200162182](https://www.wikidata.org/wiki/openalex:W4200162182)  
**Source**: https://4ort.xyz/entity/deep-multi-agent-reinforcement-learning-for-multi-level-preventive-maintenance-in-manufacturing-systems