# A deep reinforcement learning-based method for predictive management of demand response in natural gas pipeline networks

> Research article (Journal of Cleaner Production, 2021) · cited 47× · AI/ML

**Wikidata**: [openalex:W4200382831](https://www.wikidata.org/wiki/openalex:W4200382831)  
**Source**: https://4ort.xyz/entity/a-deep-reinforcement-learning-based-method-for-predictive-management-of-demand-response-in-natural-gas-pipeline-networks