# A city-scale roof shape classification using machine learning for solar energy applications

> Research article (Renewable Energy, 2017) · cited 139× · AI/ML

**Wikidata**: [openalex:W2780722608](https://www.wikidata.org/wiki/openalex:W2780722608)  
**Source**: https://4ort.xyz/entity/a-city-scale-roof-shape-classification-using-machine-learning-for-solar-energy-applications
