Title | Efficient and Reliable Network Tomography in Heterogeneous Networks Using BitTorrent Broadcasts and Clustering Algorithms |
Publication Type | Conference Paper |
Year of Publication | 2012 |
Authors | Dichev, K., F. Reid, and A. Lastovetsky |
Conference Name | ACM/IEEE International Conference on High Performance Computing, Networking, Storage and Analysis (SC'12) |
Conference Location | Salt Lake City, UT, USA |
Conference Date | November 11-15 |
Keywords | BitTorrent, clustering, communication performance models, Heterogeneity, high performance computing, network tomography |
Abstract | In the area of network performance and discovery, network tomography focuses on reconstructing network properties using only end-to-end measurements at the application layer. One challenging problem in network tomography is reconstructing available bandwidth along all links during multiple source/multiple destination transmissions. The traditional measurement procedures used for bandwidth tomography are extremely time consuming. We propose a novel solution to this problem. Our method counts the fragments exchanged during a BitTorrent broadcast. While this measurement has a high level of randomness, it can be obtained very efficiently, and aggregated into a reliable metric. This data is then analyzed with state-of-the-art algorithms, which reliably reconstruct logical clusters of nodes inter-connected by high bandwidth, as well as bottlenecks between these logical clusters. Our experiments demonstrate that the proposed two-phase approach efficiently solves the presented problem for a number of settings on a complex grid infrastructure. |
Notes | Best Student Paper Finalist |