# Data-driven pre-training framework for reinforcement learning of air-source heat pump (ASHP) systems based on historical data in office buildings: Field validation

> Research article (Energy and Buildings, 2025) · cited 13× · AI/ML

**Wikidata**: [openalex:W4407302529](https://www.wikidata.org/wiki/openalex:W4407302529)  
**Source**: https://4ort.xyz/entity/data-driven-pre-training-framework-for-reinforcement-learning-of-air-source-heat-pump-ashp-systems-based-on-historical-d