According to the energy consumption characteristics of the base station, a 5G base station energy consumption prediction model based on the LSTM network is constructed to provide data support for the subsequent BSES aggregation and collaborative scheduling.
During main power failures, the energy storage device provides emergency power for the communication equipment. A set of 5G base station main communication equipment is generally composed of a baseband BBU unit and multiple RF AAU units. Equation 1 serves as the base station load model:
The research on 5G base station load forecasting technology can provide base station operators with a reasonable arrangement of energy supply guidance, and realize the energy saving and emission reduction of 5G base stations.
• The 5G base station energy consumption prediction model based on LSTM proposed in this paper takes into account the energy consumption characteristics of 5G base stations. The prediction results have high accuracy and provide data support for the subsequent research on BSES aggregation and optimal scheduling.
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It provides the 5G evolution path of the power saving techniques from the first release of 5G standard to the future beyond-5G releases. In addition to the existing …
Change Log This document contains Version 1.0 of the ITU-T Technical Report on “Smart Energy Saving of 5G Base Station: Based on AI and other emerging technologies to …
With the rapid development of 5G base station construction, significant energy storage is installed to ensure stable communication. …
3. SA: WI on FS_EE_5G “Study on system and functional aspects of Energy Eficiency in 5G networks” This study gives KPIs to measure the EE of base stations in static …
Change Log This document contains Version 1.0 of the ITU-T Technical Report on “Smart energy saving of 5G base station: Based on AI and other emerging technologies to …
The number of 5G base stations (BSs) has soared in recent years due to the exponential growth in demand for high data rate mobile communication traffic from various …
Base stations are evolving into "power plants!" With the widespread adoption of 5G technology, the number of telecom sites is increasing, leading to higher energy consumption. …
The rapid development of 5G has greatly increased the total energy storage capacity of base stations. How to fully utilize the often dormant base station energy storage …
TS 103 786 - V1.3.1 - Environmental Engineering (EE); Measurement method for energy efficiency of wireless access network equipment; Dynamic energy efficiency …
The popularity of 5G enabled services are gaining momentum across the globe. It is not only about the high data rate offered by the 5G but also its capability to accommodate …
In the above model, by encouraging 5G communication base stations to engage in Demand Response (DR), the Renewable Energy Sources (RES), and 5G communication base …
Dynamic measurement method for evaluation energy efficiency of 5G radio Base Stations with respect to mMTC and URLLC is subjected for further study and will be handled in …
College of Electrical and Information Engineering, Hunan University, Changsha, China With the rapid development of 5G base station construction, significant energy storage …
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 …
College of Electrical and Information Engineering, Hunan University, Changsha, China With the rapid development of 5G base …
With the rapid development of the digital new infrastructure industry, the energy demand for communication base stations in smart …
The Dawn of Energy-Aware Network Operations Emerging standards like ETSI''s Green Abstraction Layer now enable cross-domain energy optimization. Imagine base stations …
The present document defines the dynamic measurement method for evaluation energy efficiency of 5G radio Base Stations with respect to only eMBB use case. Dynamic …
YD/T 6421-2025 English Version, YD/T 6421-2025 5G base station energy efficiency test method (English Version) - Code of China
Energy efficiency constitutes a pivotal performance indicator for 5G New Radio (NR) networks and beyond, and achieving optimal …
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