Machine Learning and Analytical Power Consumption
Jan 23, 2023 · Abstract—The energy consumption of the fifth generation (5G) of mobile networks is one of the major concerns of the telecom industry. However, there is not currently an
Jan 23, 2023 · Abstract—The energy consumption of the fifth generation (5G) of mobile networks is one of the major concerns of the telecom industry. However, there is not currently an
Oct 4, 2021 · 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
Jun 12, 2025 · The rapid development of 5G technology leads to increasing energy consumption in base stations (BSs). For the vision of green and sustainable communications, we propose a
Download scientific diagram | Three dimensions of shutdown capabilities. from publication: Energy Saving Technologies and Best Practices for 5G
Sep 25, 2024 · AAU is the most energy-consuming equipment in 5G base stations, accounting for up to 90% of their total energy consumption. Auxiliary equipment includes power supply
Jul 1, 2022 · By comparing the differences in base station energy consumption and network performance indicators before and after the implementation of power saving measures, the
Aug 1, 2025 · Kalita et al. [10] modeled the hibernation process of a 5G base station in four different modes, including two hibernation states, a shutdown state, and a setup state, and
Download scientific diagram | Three dimensions of shutdown capabilities. from publication: Energy Saving Technologies and Best Practices for 5G Radio Access Network | This article identifies
Sep 25, 2024 · AAU is the most energy-consuming equipment in 5G base stations, accounting for up to 90% of their total energy consumption.
Mar 1, 2025 · In spite of promising outcomes in optimizing energy usage for Radio Access Network (RAN) Base Station (BS) hardware, deployment, and resource management, existing
Apr 19, 2024 · Since mmWave base stations (gNodeB) are typically capable of radiating up to 200-400 meters in urban locality. Therefore, high density of these stations is required for
May 7, 2021 · Technical Report ITU-T Smart Energy Saving of 5G Base Station: Based on AI and other emerging technologies to forecast and optimize the management of 5G wireless network
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[email protected]—The energy consumption of the fifth generation (5G) of mobile networks is one of the major co cerns of the telecom industry. However, there is not currently an accurate and tractable approach to evaluate 5G base stations (BSs) power consumption. In this article, we pr
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 power supply equipment manages the distribution and conversion of electrical energy among equipment within the 5G base station. During main power failures, the energy storage device provides emergency power for the communication equipment.