A model for throughput prediction for mobile users
In this paper we propose a stochastic model to predict user throughput in mobile networks.
In particular, the model accounts for uncertainty such as random phenomena (eg, fast …
In particular, the model accounts for uncertainty such as random phenomena (eg, fast …
An empirical study of throughput prediction in mobile data networks
Y Liu, JYB Lee - 2015 IEEE global communications conference …, 2015 - ieeexplore.ieee.org
Bandwidth-sensitive applications such as adaptive video streaming rely on accurate
prediction of future network throughput to enable them to react to and compensate for the …
prediction of future network throughput to enable them to react to and compensate for the …
Mobility prediction and spatial-temporal traffic estimation in wireless networks
H Abu-Ghazaleh, AS Alfa - VTC Spring 2008-IEEE Vehicular …, 2008 - ieeexplore.ieee.org
An understanding of the network traffic behavior is essential in the evolution of today's
wireless networks, and thus leads to a more efficient planning and management of the …
wireless networks, and thus leads to a more efficient planning and management of the …
Throughput prediction in cellular networks: Experiments and preliminary results
Throughput has a strong impact on user experience in cellular networks. The ability to
predict the throughput of a connection, before it starts, will bring new possibilities …
predict the throughput of a connection, before it starts, will bring new possibilities …
Throughput prediction using machine learning in lte and 5g networks
D Minovski, N Ögren, K Mitra… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
The emergence of novel cellular network technologies, within 5G, are envisioned as key
enablers of a new set of use-cases, including industrial automation, intelligent …
enablers of a new set of use-cases, including industrial automation, intelligent …
Hidden Markov Model based user mobility analysis in LTE network
Models of human mobility have broad application in fields such as mobile computing,
network planning and resource preservation. In LTE network, the rapid increasing number of …
network planning and resource preservation. In LTE network, the rapid increasing number of …
Modeling cellular user mobility using a leap graph
User mobility prediction can enable a mobile service provider to optimize the use of its
network resources, eg, through coordinated selection of base stations and intelligent content …
network resources, eg, through coordinated selection of base stations and intelligent content …
Application of mobility prediction in wireless networks using markov renewal theory
H Abu-Ghazaleh, AS Alfa - IEEE Transactions on Vehicular …, 2009 - ieeexplore.ieee.org
An understanding of the network traffic behavior is essential in the evolution of today's
wireless networks and thus leads to a more efficient planning and management of the …
wireless networks and thus leads to a more efficient planning and management of the …
User's mobility effect on the performance of wireless cellular networks serving elastic traffic
MK Karray - Wireless Networks, 2011 - Springer
The objective of the present paper is to give an analytic approximation of the performance of
elastic traffic in wireless cellular networks accounting for user's mobility. To do so we build a …
elastic traffic in wireless cellular networks accounting for user's mobility. To do so we build a …
Back to the future: Throughput prediction for cellular networks using radio KPIs
The availability of reliable predictions for cellular throughput would offer a fundamental
change in the way applications are designed and operated. Numerous cellular applications …
change in the way applications are designed and operated. Numerous cellular applications …