Inferring traffic burstiness by sampling the buffer occupancy

  • Authors:
  • Michel Mandjes;Remco van de Meent

  • Affiliations:
  • CWI, Amsterdam, Netherlands;Univ. of Twente, Enschede, Netherlands

  • Venue:
  • NETWORKING'05 Proceedings of the 4th IFIP-TC6 international conference on Networking Technologies, Services, and Protocols; Performance of Computer and Communication Networks; Mobile and Wireless Communication Systems
  • Year:
  • 2005

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Abstract

Common practice to determine the required bandwidth capacity for a network link is to measure the 5 minute average link load, and then add a safety margin to cater for the effect of burstiness on small time-scales. Because of the substantial measurement efforts required to determine the burstiness, network managers often rely on rules of thumb to find the safety margin, e.g. ‘mean plus 50%'. In this paper we propose a novel method to accurately determine the burstiness of traffic on small time-scales, without requiring measurements on such small time-scales. Our method is based on coarse-grained polling of the occupancy of a buffer in front of the link, from which the burstiness on small time-scales is inferred. We provide the theoretical foundations of our approach, and a validation through both simulation using synthetic traffic as well as real network traffic taken from various operational networks. It turns out that using our approach, it is possible to accurately determine burstiness on small time-scales (for instance 10 ms), by sampling the buffer occupancy (for instance) every second.