Stable and Accurate Network Coordinates
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CitationLedlie, Jonathan and Margo Seltzer. 2005. Stable and Accurate Network Coordinates. Harvard Computer Science Group Technical Report TR-17-05.
AbstractSynthetic coordinate systems that mirror latencies between physical hosts have become a part of the toolbox networking researchers would like to use in real deployments. However, the most promising algorithm for building these coordinate systems, Vivaldi, breaks down when run under real world conditions. Previous work on network coordinates has examined their performance in simulation through the use of a latency matrix, which summarizes each link with a single latency. In a deployment, instead of perceiving a single latency for each link, nodes see a stream of distinct observations that may vary by as much as three orders-of-magnitude. With no means to discern an appropriate latency for each link, coordinate systems are prone to high error and instability in live deployments. Two simple enhancements improved Vivaldi’s accuracy by 54% and coordinate stability by 96% when run on a real large-scale network. First, we use a non-linear low pass filter to ascertain a clear underlying signal from each link. These filters primarily improve accuracy. Second, we introduce a distinction between system- and application-level coordinates. We evaluate a set of change-detection heuristics that allow coordinates to evolves at the system-level and only initiate an application-level update after a coordinate has undergone a significant change. These application-level coordinates retain the filter’s high accuracy and dramatically increase coordinate stability.
Citable link to this pagehttp://nrs.harvard.edu/urn-3:HUL.InstRepos:25686820
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