Forecasting network traffic: A survey and tutorial with open-source comparative evaluation

GO Ferreira, C Ravazzi, F Dabbene… - IEEE …, 2023 - ieeexplore.ieee.org
This paper presents a review of the literature on network traffic prediction, while also serving
as a tutorial to the topic. We examine works based on autoregressive moving average …

LSTM based long-term energy consumption prediction with periodicity

JQ Wang, Y Du, J Wang - energy, 2020 - Elsevier
Energy consumption information is a kind of time series with periodicity in many real system,
while the general forecasting methods do not concern periodicity. This paper proposes a …

A survey on traffic prediction techniques using artificial intelligence for communication networks

A Chen, J Law, M Aibin - Telecom, 2021 - mdpi.com
Much research effort has been conducted to introduce intelligence into communication
networks in order to enhance network performance. Communication networks, both wired …

Bittorrent network traffic forecasting with ARMA

PK Hoong, IKT Tan, CY Keong - arXiv preprint arXiv:1208.1896, 2012 - arxiv.org
In recent years, there are some major changes in the way content is being distributed over
the network. The content distribution techniques have recently started to embrace peer-to …

Gefcom 2014—probabilistic electricity price forecasting

G Barta, GBG Nagy, S Kazi, T Henk - Intelligent Decision Technologies …, 2015 - Springer
Energy price forecasting is a relevant yet hard task in the field of multi-step time series
forecasting. In this paper we compare a well-known and established method, ARMA with …

Impact of utilizing forecasted network traffic for data transfers

NK Hoong, PK Hoong, IKT Tan… - 13th International …, 2011 - ieeexplore.ieee.org
Sharing of information leads to the need to transfer data between geographically distant
locations. Identifying the most appropriate time period to execute the data transfer is …

Program updating system, program updating method, and computer program

K Arai - US Patent 11,144,295, 2021 - Google Patents
A system according to one aspect of the present disclosure is a program updating system
including: a plurality of control devices installed in a vehicle; and a gateway connected to the …

[图书][B] Development of new models using machine learning methods combined with different time lags for network traffic forecasting

D Akgol - 2017 - books.google.com
The purpose of this thesis is to forecast the amount of network traffic in Transmission Control
Protocol/Internet Protocol (TCP/IP)-based networks by using different time lags and various …

Network Security: Approach Based on Network Traffic Prediction

S Thakare, A Pund, MA Pund - … on Computer Networks, Big Data and IoT …, 2020 - Springer
Considering the network security aspect, one of the best way of preventing network
infrastructure against anomalous activities is to monitor its traffic for suspicious activities. The …

Voice and data traffic modeling and prediction for a third generation mobile network using machine learning methods

Y Yur - 2017 - acikbilim.yok.gov.tr
The purpose of the thesis is to derive models for traffic characteristics of a 3G network which
is commercially deployed in Turkey and predict voice and data traffic by using various …