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[其他资源] Towards Accelerating Intrusion Detection Operations at the Edge Network usin...

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    2021-8-11 17:59
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    发表于 2020-11-9 15:29 |只看该作者 |倒序浏览
    |招呼Ta 关注Ta
    Towards Accelerating Intrusion Detection

    8 A& I( d0 ~( H, K/ \" y
    Operations at the Edge Network using FPGAs
    . u" c6 X- R& {7 n# N+ t: k$ E
    2 x9 g  \+ e4 L1 y
    ( B% {' F' R% t$ f  B) _: b, k
    % q6 y" w% G! D- |6 s: _& h
    In the current paper, we present our work towards
    ' l% y% j! f6 z4 k8 M0 }& ?accelerating intrusion detection operations at the edge network
    , O& w: B" s# I' t- Z+ f1 }using FPGAs. Cloud computing and network function ) l! e& [9 R. i' v4 W
    virtualization have led to a new appealing paradigm for service
    * B6 Y& x3 l; e. I% p  Fdelivery and management. Unfortunately, this paradigm fails
    , @4 p% U6 x0 T" [6 N3 M. {6 Uto correctly support IoT applications and services that seek * ?* E9 l6 P3 c, x& p# d" H
    better communication platforms. Security as a Service can also
    % e" p& C- a& g- H  B$ b! ]be seen as a cloud-based model that needs to be accommodated
    $ u4 z4 G* U% s7 J/ [3 j2 @to fulfill these services requirements. Again, one of the main 9 \- s7 |/ v( Q; L! V% J  {
    issues to be addressed in this context is how to improve the
    # b- L0 d6 z9 e' h# G* C; `performance of such systems or services in order to make them
    - S8 N9 z& d) l* G. T5 V: o* N5 Tcapable of coping with the huge amount of data while
    / u* c/ J5 V7 l0 Hremaining reliable. A potential solution is the FPGA based   w) X8 a) X; A- r* T
    edge computing, which is a powerful combination offering
    8 H7 q  o3 S* {0 N# w3 WFPGA acceleration capabilities together with edge and fog
    9 i3 ]; p' Q0 N% {4 ?4 Tbenefits. Indeed, our work focusses on devising an Intrusion : T6 x1 h6 H, A/ I9 ~! `
    Prevention architecture called FORTISEC (40SEC), that is " e$ V2 U$ M) ?- N* a$ H
    meant to operate in a completely softwarized as well as in an 2 [! Z" }; ]2 G
    FPGA mode. Thereby, we present suitable algorithms, design / {( I! k/ N6 R+ F7 l
    principles and well defined components towards the
    * a( t( ?5 a. kimplementation of accelerated intrusion prevention on the
    ) ?. ~. P1 [& }+ [  s9 o# Aedge. We also present a testbed being utilized for the ) X6 c/ I* |. x- C" L8 ]% o
    implementation of 40SEC and its performance testing. / N. Y" \6 O$ \) }3 f. l
    9 u2 p' `" J8 h+ M$ b+ ~. r9 q
    ! N. `7 L+ N; @5 d! b/ ^

    Towards Accelerating Intrusion Detection.pdf

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