• DocumentCode
    243966
  • Title

    Moving Network Protection from Software to Hardware: An Energy Efficiency Analysis

  • Author

    Pereira de Franca, Andre Luiz ; Pereira Jasinski, Ricardo ; Pedroni, Volnei A. ; Olivo Santin, Altair

  • Author_Institution
    Fed. Univ. of Technol. - UTFPR, Curitiba, Brazil
  • fYear
    2014
  • fDate
    9-11 July 2014
  • Firstpage
    456
  • Lastpage
    461
  • Abstract
    Software-based network security is constantly challenged by the increase in network speeds and number of attacks. At the same time, mobile network access underscores the need for energy efficiency. In this paper, we present a new way to improve the throughput and to reduce the energy consumption of an anomaly-based intrusion detection system for probing attacks. Our framework implements the same classifier algorithm in software (C++) and in hardware (synthesizable VHDL), and then compares the energy efficiency of the two approaches. Our results for a decision tree classifier show that the hardware version consumed only 0.03% of the energy used by the same algorithm in software, even though the hardware version operates with a throughput that is 15 times that of the software version.
  • Keywords
    decision trees; hardware description languages; pattern classification; power aware computing; radio networks; telecommunication computing; telecommunication power management; telecommunication security; anomaly-based intrusion detection system; decision tree classifier; energy consumption; energy efficiency analysis; mobile network; network protection; software classifier algorithm; software-based network security; synthesizable VHDL; Field programmable gate arrays; Hardware; Power demand; Power measurement; Software; Support vector machine classification; Vectors; FPGA; anomaly-based detection; decision tree classifier; energy efficiency; intrusion detection system;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    VLSI (ISVLSI), 2014 IEEE Computer Society Annual Symposium on
  • Conference_Location
    Tampa, FL
  • Print_ISBN
    978-1-4799-3763-9
  • Type

    conf

  • DOI
    10.1109/ISVLSI.2014.89
  • Filename
    6903406