# Co-Optimizing Battery Storage for Energy Arbitrage and Frequency Regulation in Real-Time Markets Using Deep Reinforcement Learning

> Research article (Energies, 2021) · cited 18× · AI/ML

**Wikidata**: [openalex:W4200161548](https://www.wikidata.org/wiki/openalex:W4200161548)  
**Source**: https://4ort.xyz/entity/co-optimizing-battery-storage-for-energy-arbitrage-and-frequency-regulation-in-real-time-markets-using-deep-reinforcemen