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The first step when modeling the energy consumption of wireless communication systems is to derive models of the power consumption for the main system components, which are then
Network energy consumption is considered a key parameter in designing the 5G New Radio (NR) standard since its inception. This has been motivated by the need to reduce both the
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Moreover, the communication load of a 5G BS is related to the number of user equipment (UEs) it accesses and is directly affected by the association between UEs and the BS,
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A new power model structure is proposed in order to assess the power consumption of traditional base stations, their extensions, and alternative architectures such as large-scale antenna...
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Why are 5G base stations important? The denseness and dispersion of 5G base stations make the distance between base station energy storage and power users closer. When the user''s load loses
The work begins with outlining the main components and energy consumptions of 5G BSs, introducing the configuration and components of base station microgrids (BSMGs), as well as
Power Consumption Modeling of 5G Multi-Carrier Base Stations: A Machine Learning Approach Published in: ICC 2023 - IEEE International Conference on Communications
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At present, 5G mobile traffic base stations in energy consumption accounted for 60% ~ 80%, compared with 4G energy consumption increased three times. In the fut
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
In this paper, firstly, an energy consumption prediction model based on long and short-term memory neural network (LSTM) is established to accurately predict the daily load changes of
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