DocumentCode :
3494127
Title :
A Fast Approach of Large-Scale IP Traffic Matrix Estimation
Author :
Jiang, Dingde ; Chen, Jun ; He, Linbo ; Hu, Guangmin
Author_Institution :
Key Lab. of Broadband Opt. Fiber Transm. & Commun. Networks, UESTC, Chengdu
fYear :
2007
fDate :
21-25 Sept. 2007
Firstpage :
1913
Lastpage :
1916
Abstract :
It is well known that traffic matrix is a key input to traffic engineering. But direct measurement of traffic matrix is very difficult. This paper proposes a novel method of large-scale IP traffic matrix estimation, which is based on the modified simplex method. Firstly, we discuss the relations between traffic matrix and link loads, and introduce the constraints. Then we select the appropriate objective function for the iterative optimization. By combining the resolution matrix, we can get a good prior of network tomography. Thus a good estimation of traffic matrix is attained with the simplex method. Finally, we use the real data in true network Abilene to validate our method. The results show that our method can perform fast the accurate estimation of traffic matrix and track its dynamics.
Keywords :
IP networks; estimation theory; iterative methods; telecommunication links; telecommunication traffic; iterative optimization; large-scale IP traffic matrix estimation; link load; network tomography; true network Abilene; Bayesian methods; Communication networks; Gravity; Information technology; Large-scale systems; Optical fibers; Statistical distributions; Telecommunication traffic; Tomography; Traffic control;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Wireless Communications, Networking and Mobile Computing, 2007. WiCom 2007. International Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-4244-1311-9
Type :
conf
DOI :
10.1109/WICOM.2007.479
Filename :
4340254
Link To Document :
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