# Deep learning-based image recognition method for on-demand defrosting control to save energy in commercial energy systems

> Research article (Applied Energy, 2022) · cited 31× · AI/ML

**Wikidata**: [openalex:W4287831373](https://www.wikidata.org/wiki/openalex:W4287831373)  
**Source**: https://4ort.xyz/entity/deep-learning-based-image-recognition-method-for-on-demand-defrosting-control-to-save-energy-in-commercial-energy-system