We develop the multi-step Q-learning of the RL algorithm to optimize base station sleeping strategies. Simulation results are provided to show the process and effectiveness of the proposed scheme.
The lines between communication infrastructure and distributed energy resources are blurring faster than we anticipated. As one engineer in Kenya''s remote Marsabit region told me last month: "Our
Abstract: Base Station is the primary unit of any mobile communication system. An antenna is the most important part of the Base Station as it is responsible for exchange of all the electrical signals and
In today''s 5G era, the energy efficiency (EE) of cellular base stations is crucial for sustainable communication. Recognizing this, Mobile Network Operators are actively prioritizing EE for both
In the communication power supply field, base station interruptions may occur due to sudden natural disasters or unstable power supplies. This work studies the optimization of battery
With the relentless global expansion of 5G networks and the increasing demand for data, communication base stations face unprecedented challenges in ensuring uninterrupted power supply and managing
To further explore the energy-saving potential of 5 G base stations, this paper proposes an energy-saving operation model for 5 G base stations that incorporates communication caching and
We illustrate their use and limitations through the micro view of an idealized 6G base station (BS). Additionally, we also consider the application of EE metrics to evaluate the macro view
Energy storage systems (ESS) are vital for communication base stations, providing backup power when the grid fails and ensuring that services remain available at all times. They can
This method excavates the peak shaving potential of 5G communication base stations based on the spatiotemporal characteristics of communication base stations.
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