Energy consumption optimization of 5G base stations considering
An energy consumption optimization strategy of 5G base stations (BSs) considering variable threshold sleep mechanism (ECOS-BS) is proposed, which includes the initial matching
Exploring power system flexibility regulation potential based on multi
A multi‐BS cooperation self‐optimising sleep strategy for 5G BSs that consists of an initial user association stage based on multi‐BS cooperation (MBSC) and a self‐optimising
Optimal Base Station Sleep Control via Multi-agent Reinforcement
In this paper, we propose a practical learning approach to obtain policies for BS sleep control via MARL with data-driven radio environment map (REM) calibration. In this approach, we first train REM
SoftBank AI sleep control expands to 24,000 base stations, cuts 5M
SoftBank Corp deployed an artificial intelligence system that dynamically controls base station sleep states across Japan. The technology analyzes real-time traffic patterns and people
A User-Driven Sleep and Wake-Up Technology for Energy-Efficient
As the primary source of energy consumption in communication networks, the power usage of 5G base station (BS) is a significant concern. The sleep mode (SM) of BS can be utilized to reduce mobile
Dynamic Multi-Sleeping Control with Diverse Quality-of-Service
These technologies involve strategies for dynamically adjusting the operational status of base stations, such as activating sleep modes during periods of low demand, to optimize energy use
Stochastic modelling of sleeping strategy in 5G base station
To reduce average power consumption and save power in 5G, we have modelled the 5G BSs sleeping mechanism as an M/G/1 queue with two types of vacations (two different sleep modes),
Base station power control strategy in ultra-dense networks via deep
To enhance system efficiency and establish green wireless communication systems, this paper investigates base station sleeping and power allocation strategy based on deep reinforcement
Deep Learning-Based Traffic-Aware Base Station Sleep Mode
ks. Among these, base stations (BSs) in radio access networks (RANs) account for over half of the total energy usage. To address this, we propose a multi-cell sleep strategy combined with ad.
SoftBank tests renewable-powered basestation
Meanwhile, SoftBank announced the development of an AI-based system that automatically puts basestations to sleep during periods of low traffic. The system aims to reduce