Traffic prediction for dynamic traffic engineering

T Otoshi, Y Ohsita, M Murata, Y Takahashi… - Computer Networks, 2015 - Elsevier
Traffic engineering with traffic prediction is a promising approach to accommodate time-
varying traffic without frequent route changes. In this approach, the routes are decided so as …

Traffic prediction for dynamic traffic engineering considering traffic variation

T Otoshi, Y Ohsita, M Murata… - 2013 IEEE Global …, 2013 - ieeexplore.ieee.org
Traffic engineering with traffic prediction is one approach to accommodate time-varying
traffic without frequent route changes. In this approach, the routes are calculated so as to …

Traffic engineering based on model predictive control

T Otoshi, Y Ohsita, M Murata, Y Takahashi… - IEICE Transactions …, 2015 - search.ieice.org
In recent years, the time variation of Internet traffic has increased due to the growth of
streaming and cloud services. Backbone networks must accommodate such traffic without …

Adaptive bandwidth allocation based on sample path prediction with Gaussian process regression

J Kim, G Hwang - IEEE Transactions on Wireless …, 2019 - ieeexplore.ieee.org
Traffic prediction facilitates intelligent networking maintenance by enabling efficient network
resource allocation. With the development of machine learning algorithms, traffic prediction …

Traffic engineering based on stochastic model predictive control for uncertain traffic change

T Otoshi, Y Ohsita, M Murata… - 2015 IFIP/IEEE …, 2015 - ieeexplore.ieee.org
Traffic engineering (TE) plays an essential role in deciding routes that effectively use
network resources. This is particularly important when one considers the increasing time …

[HTML][HTML] A comparative study on traffic modeling techniques for predicting and simulating traffic behavior

T Alghamdi, S Mostafi, G Abdelkader, K Elgazzar - Future Internet, 2022 - mdpi.com
The significant advancements in intelligent transportation systems (ITS) have contributed to
the increased development in traffic modeling. These advancements include prediction and …

Multiple-step-ahead traffic prediction in high-speed networks

A Bayati, KK Nguyen, M Cheriet - IEEE Communications …, 2018 - ieeexplore.ieee.org
Traffic in high-speed networks shows distinct patterns at different timescales. This
characteristic should be taken into account to address the error propagation in the multiple …

Network traffic prediction based on SVR improved by chaos theory and ant colony optimization

Y Liang, L Qiu - … journal of future generation communication and …, 2015 - earticle.net
Network traffic prediction is one of the significant issues. The model for network traffic
prediction should meet the following requirements. First, the model should be taken into …

A network traffic flow prediction with deep learning approach for large-scale metropolitan area network

W Wang, Y Bai, C Yu, Y Gu, P Feng… - NOMS 2018-2018 …, 2018 - ieeexplore.ieee.org
Accurate and timely internet traffic information is important for many applications, such as
bandwidth allocation, anomaly detection, congestion control and admission control. Over the …

Separating predictable and unpredictable flows via dynamic flow mining for effective traffic engineering

Y Takahashi, K Ishibashi, M Tsujino… - IEICE Transactions …, 2018 - search.ieice.org
To efficiently use network resources, internet service providers need to conduct traffic
engineering that dynamically controls traffic routes to accommodate traffic change with …