# A novel optimization framework for natural gas transportation pipeline networks based on deep reinforcement learning

> Research article (Energy and AI, 2024) · cited 31× · AI/ML

**Wikidata**: [openalex:W4403916329](https://www.wikidata.org/wiki/openalex:W4403916329)  
**Source**: https://4ort.xyz/entity/a-novel-optimization-framework-for-natural-gas-transportation-pipeline-networks-based-on-deep-reinforcement-learning