Title :
Network Tomography and Improved Methods for Delay Distribution Inference
Author :
Sun, Yi ; Li, Dong ; Sun, Hongjie
Author_Institution :
Dept. of Comput. Sci. & Technol., Harbin Inst. of Technol.
Abstract :
Network monitoring, prediction and diagnosis are of great importance for network administrators to manage their network. But direct measurement of network characteristics is sometimes infeasible. Network tomography comes out as an effective solution for this problem. It makes inference for network internal parameters with end-to-end measurement, and introduces probabilistic reasoning idea into network measurement. However, despite of this advantage, its computational overhead caused by the inverse inference is still a problem for practical use. In this paper, we make an overview of network tomography techniques and point out three methods to reduce computational complexity of delay distribution inference in large scale network monitoring.
Keywords :
Internet; condition monitoring; inference mechanisms; tomography; Internet; delay distribution inference; network monitoring; network tomography; probabilistic reasoning idea; Computer networks; IP networks; Large-scale systems; Loss measurement; Monitoring; Network servers; Sun; Telecommunication traffic; Tomography; Web server; EM algorithm; Network measurement; delay distribution inference; network tomography;
Conference_Titel :
Advanced Communication Technology, The 9th International Conference on
Conference_Location :
Gangwon-Do
Print_ISBN :
978-89-5519-131-8
DOI :
10.1109/ICACT.2007.358625