# Prediction of heating energy consumption with operation pattern variables for non-residential buildings using LSTM networks

> Research article (Energy and Buildings, 2021) · cited 111× · AI/ML

**Wikidata**: [openalex:W3211845352](https://www.wikidata.org/wiki/openalex:W3211845352)  
**Source**: https://4ort.xyz/entity/prediction-of-heating-energy-consumption-with-operation-pattern-variables-for-non-residential-buildings-using-lstm-netwo