Optimal policies of advanced sleep modes for energy-efficient 5G networks

FE Salem, T Chahed, E Altman, A Gati… - 2019 IEEE 18th …, 2019 - ieeexplore.ieee.org
We study in this paper optimal control strategy for Advanced Sleep Modes (ASM) in 5G
networks. ASM correspond to different levels of sleep modes ranging from deactivation of …

Management of advanced sleep modes for energy-efficient 5G networks

FE Salem - 2019 - theses.hal.science
The energy consumption of mobile networks has been an active research direction in the
last decade for both environmental and economic concerns. With the tremendous growth in …

Traffic-aware advanced sleep modes management in 5G networks

FE Salem, T Chahed, Z Altman… - 2019 IEEE wireless …, 2019 - ieeexplore.ieee.org
Advanced Sleep Modes (ASMs) are defined as a progressive shutdown of the Base Station
(BS) depending on the activation and the deactivation times of the different components …

Advanced sleep modes to comply with delay constraints in energy efficient 5G networks

M Meo, D Renga, Z Umar - 2021 IEEE 93rd Vehicular …, 2021 - ieeexplore.ieee.org
The staggering growth of mobile traffic fostered by the extensive spreading of 5G technology
and massive Internet of Things (IoT) applications is leading to network densification …

Reinforcement learning approach for advanced sleep modes management in 5G networks

FE Salem, Z Altman, A Gati, T Chahed… - 2018 IEEE 88th …, 2018 - ieeexplore.ieee.org
Advanced Sleep Modes (ASMs) correspond to a gradual deactivation of the Base Station
(BS)'s components in order to reduce its Energy Consumption (EC). Different levels of Sleep …

Reinforcement learning for traffic-adaptive sleep mode management in 5G networks

M Masoudi, MG Khafagy, E Soroush… - 2020 IEEE 31st …, 2020 - ieeexplore.ieee.org
In mobile networks, base stations (BSs) have the largest share in energy consumption. To
reduce BS energy consumption, BS components with similar (de) activation times can be …

Location-aware sleep strategy for energy-delay tradeoffs in 5G with reinforcement learning

A El-Amine, HAH Hassan, M Iturralde… - 2019 IEEE 30th …, 2019 - ieeexplore.ieee.org
In this paper, we propose a sleep strategy for energy-efficient 5G Base Stations (BSs) with
multiple Sleep Mode (SM) levels to bring down energy consumption. Such management of …

Advanced sleep modes and their impact on flow-level performance of 5G networks

FE Salem, A Gati, Z Altman… - 2017 IEEE 86th Vehicular …, 2017 - ieeexplore.ieee.org
The concept of Advanced Sleep Modes (ASMs) corresponds to a gradual deactivation of the
Base Station (BS)'s components in order to decrease the Energy Consumption (EC). We …

A distributed Q-Learning approach for adaptive sleep modes in 5G networks

A El-Amine, M Iturralde, HAH Hassan… - 2019 IEEE wireless …, 2019 - ieeexplore.ieee.org
In 5G networks, specific requirements are defined on the periodicity of Synchronization
Signaling (SS) bursts. This imposes a constraint on the maximum period a Base Station (BS) …

Optimal online control for sleep mode in green base stations

R Combes, SE Elayoubi, A Ali, L Saker, T Chahed - Computer Networks, 2015 - Elsevier
In this paper, we investigate network sleep mode schemes for reducing energy consumption
of radio access networks. We first propose, using Markov Decision Processes (MDPs), an …