# Turning up the heat on obsolete thermostats: A simulation-based comparison of intelligent control approaches for residential heating systems

> Research article (Renewable and Sustainable Energy Reviews, 2017) · cited 42× · AI/ML

**Wikidata**: [openalex:W2569247732](https://www.wikidata.org/wiki/openalex:W2569247732)  
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