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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

    ; w( l( N% S, S3 A5 A" N
    Operations at the Edge Network using FPGAs

      _( [. V! p2 }4 p0 n; [7 j9 |4 @8 Q# I2 U5 T- ~% \
    : K- j0 H! f0 a, F8 `% t
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    In the current paper, we present our work towards ) x- h3 A! C' ^
    accelerating intrusion detection operations at the edge network 8 @8 [4 G' N" s5 \) w9 \3 M" Y- C8 \
    using FPGAs. Cloud computing and network function
    8 I( O8 E, b6 T' h  Dvirtualization have led to a new appealing paradigm for service - F# C: W- }8 D+ W1 O
    delivery and management. Unfortunately, this paradigm fails 1 m2 C$ v( O5 \1 V1 a
    to correctly support IoT applications and services that seek ' E# E! S$ E" f7 [% _' n. x2 D
    better communication platforms. Security as a Service can also / I8 ^% e7 C7 O0 [( K- y; j1 S
    be seen as a cloud-based model that needs to be accommodated
    1 w4 B( h& S- xto fulfill these services requirements. Again, one of the main
    " V% [* R0 O$ u, \( i. ~issues to be addressed in this context is how to improve the
    : ?; F& C- d: M% d$ H! _performance of such systems or services in order to make them * g, c$ @! D3 _3 k1 y" e3 \) p
    capable of coping with the huge amount of data while
    0 a, }1 B6 S$ i5 P  c0 O7 Aremaining reliable. A potential solution is the FPGA based
    1 B5 X3 b; M8 w1 cedge computing, which is a powerful combination offering
    - _. d2 n9 L$ \* L0 hFPGA acceleration capabilities together with edge and fog $ n: G! G5 D4 W9 S0 _) _3 w
    benefits. Indeed, our work focusses on devising an Intrusion
    + c7 i! }# q1 Q$ [! D. kPrevention architecture called FORTISEC (40SEC), that is
    9 V3 d9 `  d# p: j' f3 B2 gmeant to operate in a completely softwarized as well as in an $ R. u! x7 H3 s$ n% r# Z
    FPGA mode. Thereby, we present suitable algorithms, design ; F$ M( b4 h4 l) X: n4 J+ z
    principles and well defined components towards the ! E2 f( u5 R. U! f0 P  I1 a
    implementation of accelerated intrusion prevention on the ! B) {9 q4 {& y# N* H! p
    edge. We also present a testbed being utilized for the " P/ d8 q5 I+ @. O
    implementation of 40SEC and its performance testing. . w6 F+ Z4 C; `9 K
    4 f2 Z* r' x2 B& y
    8 _2 G4 W1 T. A9 A  t

    Towards Accelerating Intrusion Detection.pdf

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