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eess.SY2023★ 2 cited
Cooperative Hierarchical Deep Reinforcement Learning based Joint Sleep and Power Control in RIS-aided Energy-Efficient RAN
Hao Zhou, Medhat Elsayed, Majid Bavand +3
Energy efficiency (EE) is one of the most important metrics for envisioned 6G networks, and sleep control, as a cost-efficient approach, can significantly lower power consumption b…
eess.SY2021★ 12 cited
Decentralized Microgrid Energy Management: A Multi-agent Correlated Q-learning Approach
Hao Zhou, Melike Erol-Kantarci
Microgrids (MG) are anticipated to be important players in the future smart grid. For proper operation of MGs an Energy Management System (EMS) is essential. The EMS of an MG could…
eess.SY2021★ 14 cited
Correlated Deep Q-learning based Microgrid Energy Management
Hao Zhou, Melike Erol-Kantarci
Microgrid (MG) energy management is an important part of MG operation. Various entities are generally involved in the energy management of an MG, e.g., energy storage system (ESS),…