• DocumentCode
    2072683
  • Title

    Algorithm based on multiple filters for elephant flows identification

  • Author

    Bai, Lei ; Liu, Weijiang

  • Author_Institution
    Comput. Dept., North China Inst. of Sci. & Technol., Yanjiao, China
  • fYear
    2011
  • fDate
    16-18 Dec. 2011
  • Firstpage
    1084
  • Lastpage
    1087
  • Abstract
    Identifying elephant flows is very important in developing effective and efficient traffic engineering schemes. In this paper, according to the characteristic of network flows, an algorithm based on multiple filters is proposed to realize elephant flows identification. Multiple filters algorithm improves the performance and saves the storage from three aspects: large flows handled firstly, using Timeout-Counting Bloom Filter to filtrate small flows and using Multilayer Counting Bloom Filters to identify large flows. The theoretical analysis and the simulation result indicates that under the condition of existing some tolerable measurement error about the length of flows, our algorithm can identify elephant flows accurately, which reduce the storage space and improve the processing speed efficiently.
  • Keywords
    computer networks; data structures; filtering theory; storage management; telecommunication traffic; elephant flows identification; measurement error; multilayer counting bloom filters; multiple filters; network flows; processing speed; storage space; theoretical analysis; timeout-counting bloom filter; traffic engineering schemes; Accuracy; Algorithm design and analysis; Filtering algorithms; Filtering theory; Mice; Nonhomogeneous media; Radiation detectors; Bloom filter; Elephant flow; Hash; Packet filtering; Packet sampling;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Transportation, Mechanical, and Electrical Engineering (TMEE), 2011 International Conference on
  • Conference_Location
    Changchun
  • Print_ISBN
    978-1-4577-1700-0
  • Type

    conf

  • DOI
    10.1109/TMEE.2011.6199392
  • Filename
    6199392