Future Network Traffic Matrix Synthesis and Estimation Based on Deep Generative Models

Author(s):  
Grigorios Kakkavas ◽  
Michail Kalntis ◽  
Vasileios Karyotis ◽  
Symeon Papavassiliou
2021 ◽  
Vol 2 ◽  
pp. 46-56
Author(s):  
Dalal Aloraifan ◽  
Imtiaz Ahmad ◽  
Ebrahim Alrashed

2012 ◽  
Vol 56 (7) ◽  
pp. 2049-2067 ◽  
Author(s):  
Zhe Wang ◽  
Kai Hu ◽  
Ke Xu ◽  
Baolin Yin ◽  
Xiaowen Dong

2009 ◽  
Vol 2009 ◽  
pp. 1-5
Author(s):  
Matthew Roughan

Valiant network design was proposed, at least in part, to counter the difficulties in measuring network traffic matrices. However, in this paper we show that in a Valiant network design, the traffic matrix is in fact easy to measure, leading to a subtle paradox in the design strategy.


2014 ◽  
Vol 42 (2) ◽  
pp. 43-45 ◽  
Author(s):  
Paul Tune ◽  
Matthew Roughan

Information ◽  
2019 ◽  
Vol 10 (12) ◽  
pp. 361
Author(s):  
Deguang Li ◽  
Yongxin Zhang ◽  
Shijie Jia ◽  
Dong Liu ◽  
Yanling Jin ◽  
...  

With the extensive use of peer-to-peer applications in recent years, the network traffic becomes more dynamic and less predictable, which leads to the decline of network resource utilization and the degradation of network performance. Aiming towards the above problems, we explore how to strengthen the cooperation between peer-to-peer applications and networks, making the application adjust its own traffic mode according to current network traffic status to enhance the stability of network traffic. We improve two key algorithms of peer selection and choking/unchoking in the protocol and introduce traffic relaxation to characterize traffic state while taking the current most popular peer-to-peer application (bit torrent protocol) as an example. In our improved method, peers are selected probabilistically according their traffic relaxation, and the double-parameter selection problem that simultaneously considers the traffic relaxation and transfer rate of peers is also solved. Finally, we conduct simulation experiments in two real network typologies with real traffic matrix data and different sizes of bit torrent swarms; the experimental results show that our method can significantly improve the stability of the network traffic without sacrificing or even improving the performance of the bit torrent protocol when compared with original BT protocol.


Sign in / Sign up

Export Citation Format

Share Document