# Scenario probabilistic data-driven two-stage robust optimal operation strategy for regional integrated energy systems considering ladder-type carbon trading

> Research article (Renewable Energy, 2024) · cited 11× · AI/ML

**Wikidata**: [openalex:W4403905012](https://www.wikidata.org/wiki/openalex:W4403905012)  
**Source**: https://4ort.xyz/entity/scenario-probabilistic-data-driven-two-stage-robust-optimal-operation-strategy-for-regional-integrated-energy-systems-co