Prediction and correction of traffic matrix in an IP backbone network

W Liu, A Hong, L Ou, W Ding… - 2014 IEEE 33rd …, 2014 - ieeexplore.ieee.org
The prediction of traffic matrices (TM) is critical for many IP network management tasks. With
the recent development of high-speed traffic measurement technologies, complete TM could …

Large-scale IP traffic matrix estimation based on backpropagation neural network

D Jiang, G Hu - … on Intelligent Networks and Intelligent Systems, 2008 - ieeexplore.ieee.org
Traffic matrix estimation is significantly important for operators. However, it is difficult to
estimate accurately traffic matrix. This paper proposes a novel method of large-scale IP …

Traffic matrix prediction and estimation based on deep learning in large-scale IP backbone networks

L Nie, D Jiang, L Guo, S Yu - Journal of Network and Computer …, 2016 - Elsevier
Network traffic analysis has been one of the most crucial techniques for preserving a large-
scale IP backbone network. Despite its importance, large-scale network traffic monitoring …

Study on a new model for network traffic matrix estimation

Y Niu, H Tian - 2014 Sixth International Symposium on Parallel …, 2014 - ieeexplore.ieee.org
The traffic matrix (TM) is essential in network planning and traffic engineering tasks. Lots of
models and methods are proposed to estimate the network overall traffic matrix from link …

Traffic matrix estimation in large-scale IP networks

T Takeda, K Shiomoto - 2010 17th IEEE Workshop on Local & …, 2010 - ieeexplore.ieee.org
Understanding traffic matrices is useful for network design and so forth, but it is difficult to
directly measure traffic matrices in IP networks. There is an existing method to estimate traffic …

On IP traffic matrix estimation

L Tan, X Wang - 2007 16th International Conference on …, 2007 - ieeexplore.ieee.org
It is very useful to infer traffic matrix (TM) from link measurements and routing information,
especially for the tasks of capacity planning, traffic engineering and network reliability …

Time series matrix factorization prediction of internet traffic matrices

Y Song, M Liu, S Tang, X Mao - 37th Annual IEEE Conference …, 2012 - ieeexplore.ieee.org
Traffic matrices (TMs) are very important for traffic engineering and if they can be predicted,
the network operations can be made beforehand. However, existing prediction methods are …

Efficient methods for traffic matrix modeling and on-line estimation in large-scale IP networks

P Casas, S Vaton, L Fillatre… - 2009 21st International …, 2009 - ieeexplore.ieee.org
Despite a large body of literature and methods devoted to the Traffic Matrix estimation
problem, the inference of traffic flows volume from aggregated data represents a key subject …

A novel network tomography approach for traffic matrix estimation problem in large-scale IP backbone networks

L Nie - 2015 International Conference on Computer Science …, 2015 - ieeexplore.ieee.org
A traffic matrix is an important input for some network management function such as traffic
engineering and network planning. However, traffic matrix usually cannot be obtained …

Traffic matrix estimation approach based on partial direct measurements in large-scale IP backbone networks

L Nie - 2015 IEEE 5th International Conference on Electronics …, 2015 - ieeexplore.ieee.org
With the rapid development of the IP network, it has been a complex and hybrid network.
Specially, the scale of the IP backbone network is much larger than before. For maintaining …