In this paper, hybrid energy utilization was studied for the base station in a 5G network. To minimize AC power usage from the hybrid energy system and minimize solar energy waste, a Markov decision process (MDP) model was proposed for packet transmission in two practical scenarios.
Given the significant increase in electricity consumption in 5G networks, which contradicts the concept of communication operators building green communication networks, the current research focus on 5G base stations is mainly on energy-saving measures and their integration with optimized power grid operation.
The 5G communication base station can be regarded as a power consumption system that integrates communication, power, and temperature coupling, which is composed of three major pieces of equipment: the communication system, energy storage system, and temperature control system.
The 5G network is the wireless terminal data; it first sends a signal to the wireless base station side, then sends via the base station to the core network equipment, and is ultimately sent to the destination receiving end.
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The 5G communication base station can be regarded as a power consumption system that integrates communication, power, and temperature coupling, which is composed …
As 5G base stations multiply globally, their energy appetite threatens to devour operational efficiency. Did you know a single 5G site consumes 3x more power than 4G? With …
Accurate energy consumption modeling is essential for developing energy-efficient strategies, enabling operators to optimize resource uti-lization while maintaining network …
With the rapid development of the digital new infrastructure industry, the energy demand for communication base stations in smart grid systems is escalating daily. The …
Abstract: One of the most concerning issues in 5G cellular networks is managing the power consumption in the base station (BS). To manage the power consumption in BS, we …
In this work, we aimed to minimize the AC power in the base station using a hybrid supply of energy based on max-imum harvesting power and minimum energy wastage, as …
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 …
Abstract In this paper, hybrid energy utilization was studied for the base station in a 5G network. To minimize AC power usage from the hybrid energy system and minimize …
Hybrid-boosted model with an approach inspired by a mixture of experts for 5G energy consumption
This repository presents the codebase for a dissertation project aimed at predicting hourly energy consumption of 5G base stations using deep learning. The models developed …
With the rapid development of the digital new infrastructure industry, the energy demand for communication base stations in smart grid systems is escalating daily. The …
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