# A multi-agent reinforcement learning (MARL) framework for designing an optimal state-specific hybrid maintenance policy for a series k-out-of-n load-sharing system

> Research article (Reliability Engineering & System Safety, 2025) · cited 10× · AI/ML

**Wikidata**: [openalex:W4413344842](https://www.wikidata.org/wiki/openalex:W4413344842)  
**Source**: https://4ort.xyz/entity/a-multi-agent-reinforcement-learning-marl-framework-for-designing-an-optimal-state-specific-hybrid-maintenance-policy-fo