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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
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    Towards Accelerating Intrusion Detection

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    Operations at the Edge Network using FPGAs
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    6 I% T( ], j* |# `, K  J3 C( E. G

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    / F  a4 O* C1 c) w3 B- j1 B+ t5 ` In the current paper, we present our work towards & }- U( T4 @7 Q# x
    accelerating intrusion detection operations at the edge network
    ; ~/ h9 n) Q: N; ^) w# |! h* musing FPGAs. Cloud computing and network function 5 o' m+ ~1 |8 D# C  [
    virtualization have led to a new appealing paradigm for service % u. _. ^  R( \& a/ t. p# |
    delivery and management. Unfortunately, this paradigm fails
    5 Y$ p6 t. r7 ]9 v6 h& |to correctly support IoT applications and services that seek . I2 F; H0 S( {2 D; g5 q
    better communication platforms. Security as a Service can also
    * g0 q6 R1 A* _be seen as a cloud-based model that needs to be accommodated 3 P2 J: J7 B% K' H& w
    to fulfill these services requirements. Again, one of the main
    $ t; I+ c5 c, e9 U: M# Pissues to be addressed in this context is how to improve the
    + f+ I1 E6 H5 Jperformance of such systems or services in order to make them ; P% l) q7 S; B1 ~+ E" h
    capable of coping with the huge amount of data while % x3 p3 Y2 z( h. M5 P- C
    remaining reliable. A potential solution is the FPGA based : |4 S# M/ Y3 s: c6 X
    edge computing, which is a powerful combination offering " V9 T6 O4 q  @( S0 {2 {# X# t
    FPGA acceleration capabilities together with edge and fog * S% i2 U- x0 |( }# D
    benefits. Indeed, our work focusses on devising an Intrusion
    / L0 m5 S/ o9 e: X. m0 L5 rPrevention architecture called FORTISEC (40SEC), that is ( A; `7 t7 n) a4 ~9 d. u
    meant to operate in a completely softwarized as well as in an : v, @" M& {( E; C. T6 g; N$ x5 n/ f) k
    FPGA mode. Thereby, we present suitable algorithms, design . t7 g! I, h* F
    principles and well defined components towards the ; l% V2 a( M8 M6 _
    implementation of accelerated intrusion prevention on the 2 f$ ]4 ^/ }( C8 k" V# O
    edge. We also present a testbed being utilized for the
    7 [8 T2 B* r5 }! D$ }( Fimplementation of 40SEC and its performance testing. " r) U* v0 n  J, i# D7 w+ ^# w1 M6 \
    / S' C1 }2 b2 ~% l  {8 t" O3 Z5 h, H
    6 J5 T: {: [! W% z' x' C) `

    Towards Accelerating Intrusion Detection.pdf

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