Application of sampling methodologies to network traffic characterization
SIGCOMM '93 Conference proceedings on Communications architectures, protocols and applications
Adaptive random sampling for load change detection
SIGMETRICS '02 Proceedings of the 2002 ACM SIGMETRICS international conference on Measurement and modeling of computer systems
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The characteristic of network traffic volume is a crucial guidance for the network capacity of transferring online, and also a key parameter for network efficient and planning. Unfortunately, it is more difficult to measure full traffic trace with the advent of high speed network, so the investigation of traffic sampling measure becomes the focus of the study of high speed network traffic measurement. This paper analysis and study on sampling measurement technology, and then introduces an adaptive sampling measurement in detail. It is an improvement over fixed granularity systematic sampling. In course of measurement, the adaptive sampling algorithm adjusts the sampling granularity according to the packet arrival interval automatically. In this way, the adaptive sampling is much more accurate and economical than the static sampling method.