# Towards autonomous operation of two-stage reverse osmosis water treatment system with multi-agent reinforcement learning

> Research article (Desalination, 2025) · cited 14× · AI/ML

**Wikidata**: [openalex:W4409191785](https://www.wikidata.org/wiki/openalex:W4409191785)  
**Source**: https://4ort.xyz/entity/towards-autonomous-operation-of-two-stage-reverse-osmosis-water-treatment-system-with-multi-agent-reinforcement-learning