# Data-driven optimal scheduling for integrated electricity-heat-gas-hydrogen energy system considering demand-side management: A deep reinforcement learning approach

> Research article (International Journal of Hydrogen Energy, 2025) · cited 18× · AI/ML

**Wikidata**: [openalex:W4406522462](https://www.wikidata.org/wiki/openalex:W4406522462)  
**Source**: https://4ort.xyz/entity/data-driven-optimal-scheduling-for-integrated-electricity-heat-gas-hydrogen-energy-system-considering-demand-side-manage