Data-driven energy conservation in cellular networks: A systems approach

G Premsankar, G Piao, PK Nicholson… - … on Network and …, 2021 - ieeexplore.ieee.org
The energy consumption of mobile networks is already substantial nowadays, and only
expected to further increase with the roll-out of 5G. Base stations are the key elements in this …

Use of Machine Learning for energy efficiency in present and future mobile networks

D Sesto-Castilla, E Garcia-Villegas… - 2019 IEEE Wireless …, 2019 - ieeexplore.ieee.org
Given the current evolution trends in mobile cellular networks, which is approaching us
towards the future 5G paradigm, novel techniques for network management are in the …

Traffic prediction based power saving in cellular networks: A machine learning method

S Zhang, S Zhao, M Yuan, J Zeng, J Yao… - Proceedings of the 25th …, 2017 - dl.acm.org
In smart cities, green cellular networks play a crucial role to support wireless access for
numerous devices anywhere and anytime with efficiency and sustainability. Because base …

Energy savings for cellular network with evaluation of impact on data traffic performance

K Dufková, M Bjelica, B Moon, L Kencl… - 2010 European …, 2010 - ieeexplore.ieee.org
We present a concrete methodology for saving energy in future and contemporary cellular
networks. It is based on re-arranging the user-cell association so as to allow shutting down …

Data driven AI assisted green network design and management

M Masoudi - 2022 - diva-portal.org
The energy consumption of mobile networks is increasing due to an increase in traffic
demands and the number of connected users to the network. To assure the sustainability of …

A forecasting driven technique enabling power saving in lte cellular networks

S Morosi, P Piunti, E Del Re - 2013 IEEE 9th International …, 2013 - ieeexplore.ieee.org
Nowadays, the pursuit of energy efficiency is one of the main challenges of present and
future mobile communications. The growth of the mobile communication market which has …

Traffic-driven power saving in operational 3G cellular networks

C Peng, SB Lee, S Lu, H Luo, H Li - Proceedings of the 17th annual …, 2011 - dl.acm.org
Base stations (BSes) in the 3G cellular network are not energy proportional with respect to
their carried traffic load. Our mea-surements show that 3G traffic exhibits high fluctuations …

Evaluation of ON-OFF schemes and Linear Prediction methods for increasing energy efficiency in Mobile Broadband Networks

D Sabella, M Caretti, W Tomaselli, V Palestini… - … : International IFIP TC 6 …, 2012 - Springer
Nowadays, energy efficiency has become a major issue in mobile networks operation. Due
to the exponential rise in the number of wireless Internet-connected mobile devices reducing …

Impact of service rates and base station switching granularity on energy consumption of cellular networks

J Lorincz, A Capone, D Begusic - EURASIP Journal on Wireless …, 2012 - Springer
Over the last two decades we have witnessed significant growth of the cellular network
energy consumption caused by a rapid increase in the number of mobile users and data …

Data-driven Energy Efficiency Modelling in Large-scale Networks: An Expert Knowledge and ML-based Approach

D López-Pérez, A De Domenico… - … Machine Learning in …, 2024 - ieeexplore.ieee.org
The energy consumption of mobile networks poses a critical challenge. Mitigating this
concern necessitates the deployment and optimization of network energy-saving solutions …