A survey of anticipatory mobile networking: Context-based classification, prediction methodologies, and optimization techniques
A growing trend for information technology is to not just react to changes, but anticipate them
as much as possible. This paradigm made modern solutions, such as recommendation …
as much as possible. This paradigm made modern solutions, such as recommendation …
A survey on virtual network functions for media streaming: Solutions and future challenges
Media services must ensure an enhanced user's perceived quality during content playback
to attract and retain audiences, especially while the streams are distributed remotely via …
to attract and retain audiences, especially while the streams are distributed remotely via …
Energy-efficient adaptive video transmission: Exploiting rate predictions in wireless networks
The unprecedented growth of mobile video traffic is adding significant pressure to the
energy drain at both the network and the end user. Energy-efficient video transmission …
energy drain at both the network and the end user. Energy-efficient video transmission …
Quantifying potential energy efficiency gain in green cellular wireless networks
Conventional cellular wireless networks were designed with the purpose of providing high
throughput for the user and high capacity for the service provider, without any provisions of …
throughput for the user and high capacity for the service provider, without any provisions of …
A clustering-driven approach to predict the traffic load of mobile networks for the analysis of base stations deployment
Mobile network traffic is increasing in an unprecedented manner, resulting in growing
demand from network operators to deploy more base stations able to serve more devices …
demand from network operators to deploy more base stations able to serve more devices …
Joint chance-constrained predictive resource allocation for energy-efficient video streaming
Predictive resource allocation (PRA) techniques that exploit knowledge of the future signal
strength along roads have recently been recognized as promising approaches to save base …
strength along roads have recently been recognized as promising approaches to save base …
Energy-saving predictive resource planning and allocation
C Yao, C Yang, Z **ong - IEEE Transactions on …, 2016 - ieeexplore.ieee.org
Predictive resource allocation is an emerging approach to improve the performance of
mobile systems as human behavior is reported predictable by leveraging big data analytics …
mobile systems as human behavior is reported predictable by leveraging big data analytics …
Deep learning-based forecasting of cellular network utilization at millisecond resolutions
The ability to accurately forecast network resource utilization is vital in next-generation
wireless networks. Based on the predicted load, telecom operators can proactively allocate …
wireless networks. Based on the predicted load, telecom operators can proactively allocate …
A review of big data resource management: Using smart grid systems as a case study
Big data has recently been a prominent topic of research due to the exponential growth of
data every year. This massive growth of data is causing problems with resource …
data every year. This massive growth of data is causing problems with resource …
Energy-efficient base station control framework for 5G cellular networks based on Markov decision process
F Elsherif, EKP Chong, JH Kim - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
We study the problem of base station (BS) dynamic switching for energy efficient design of
fifth-generation (5G) cellular networks and beyond. We formulate this problem as a Markov …
fifth-generation (5G) cellular networks and beyond. We formulate this problem as a Markov …