# An occupant-centric control framework for balancing comfort, energy use and hygiene in hot water systems: A model-free reinforcement learning approach

> Research article (Applied Energy, 2022) · cited 38× · AI/ML

**Wikidata**: [openalex:W4214730736](https://www.wikidata.org/wiki/openalex:W4214730736)  
**Source**: https://4ort.xyz/entity/an-occupant-centric-control-framework-for-balancing-comfort-energy-use-and-hygiene-in-hot-water-systems-a-model-free-rei