CapRadar: Real-time adaptive bandwidth prediction for dynamic wireless networks

M Zhang, X Jiang, G Jin, P Li, H Chen - Computer Networks, 2023 - Elsevier
With the emergence of 4G/5G cellular networks, mobile Internet is becoming increasingly
popular and numerous mobile applications have emerged, which puts higher demands on …

Traffic prediction over wireless networks

H Feng, M Ma - Wireless network traffic and quality of service support …, 2010 - igi-global.com
The predictability of network traffic is an important and widely studied topic because it can
lead to the solutions to get more efficient dynamic bandwidth allocation, admission control …

Self-similarity analysis and application of network traffic

Y Xu, Q Li, S Meng - Mobile Computing, Applications, and Services: 10th …, 2019 - Springer
Network traffic prediction is not only an academic problem, but also a concern of industry
and network performance department. Efficient prediction of network traffic is helpful for …

Traffic congestion level prediction based on video processing technology

W Xu, G Yang, F Li, Y Yang - … Processing–PCM 2017: 18th Pacific-Rim …, 2018 - Springer
Traffic congestion has become a worldwide problem, seriously restricting the performance of
transport network. Prediction of traffic congestion levels composes a significant part of traffic …

A new network traffic prediction approach in software defined networks

Y Yang - Mobile Networks and Applications, 2021 - Springer
Abstract Software Defined Networking (SDN) is a centralized management network
architecture, the handling commands of flows are designed in the controller and installed …

Network traffic prediction based on wavelet transform and season ARIMA model

Y Wei, J Wang, C Wang - Advances in Neural Networks–ISNN 2011: 8th …, 2011 - Springer
To deal with the characteristic of network traffic, a prediction algorithm based on wavelet
transform and Season ARIMA model is introduced in this paper. The complex correlation …

NTAM-LSTM models of network traffic prediction

J Zhao, X He - MATEC Web of Conferences, 2022 - matec-conferences.org
Accurate prediction of network traffic is very important in allocating network resources. With
the rapid development of network technology, network traffic becomes more complex and …

Network traffic prediction based on Hadoop

H Cui, Y Yao, K Zhang, F Sun… - … Symposium on Wireless …, 2014 - ieeexplore.ieee.org
With the growing popularity of smart phones and the rapid development of Internet, the
traditional network management system cannot adapt itself to the requirement intelligently. If …

Multi-step ahead prediction using neural networks

F Pilka, M Oravec - Proceedings ELMAR-2011, 2011 - ieeexplore.ieee.org
Multimedia applications transmitted over the Internet generate a major part of the Internet
traffic. The bursty characteristics of the video traffic make it difficult to fulfill the requirements …

[PDF][PDF] A comprehensive review on hybrid network traffic prediction model

J Shi, YB Leau, K Li, JH Obit - International Journal of …, 2021 - pdfs.semanticscholar.org
Network traffic is a typical nonlinear time series. As such, traditional linear and nonlinear
models are inadequate to describe the multi-scale characteristics of traffic, thus …