How to Validate Traffic Generators?

Abstract-Network traffic generators are widely used in networking research and they are validated by a very broad range of metrics (mainly traffic characteristics). In this paper we overview the state of the art of these metrics and unveil that there is no consensus in the research community how to validate these traffic generators and which metric to choose for validation purpose. This situation makes it extremely difficult to evaluate validation results and compare different traffic generators. We advocate the research for finding a common set of metrics for the validation and comparative evaluation of traffic generators

A Flow Trace Generator using Graph-based Traffic Classification Techniques

We propose a novel methodology to generate realistic network flow traces to enable systematic evaluation of network monitoring systems in various traffic conditions. Our technique uses a graph-based approach to model the communication structure observed in real-world traces and to extract traffic templates. By combining extracted and user-defined traffic templates, realistic network flow traces that comprise normal traffic and customized conditions are generated in a scalable manner. A proof-of-concept implementation demonstrates the utility and simplicity of our method to produce a variety of evaluation scenarios. We show that the extraction of templates from real-world traffic leads to a manageable number of templates that still enable accurate re-creation of the original communication properties on the network flow level