# Advanced proactive anomaly detection in multi-pattern home appliances for energy optimization

> Research article (Internet of Things, 2024) · cited 21× · AI/ML

**Wikidata**: [openalex:W4393256022](https://www.wikidata.org/wiki/openalex:W4393256022)  
**Source**: https://4ort.xyz/entity/advanced-proactive-anomaly-detection-in-multi-pattern-home-appliances-for-energy-optimization