数学建模社区-数学中国

标题: Towards Accelerating Intrusion Detection Operations at the Edge Network usin... [打印本页]
作者: 杨利霞    时间: 2020-11-9 15:29
标题: Towards Accelerating Intrusion Detection Operations at the Edge Network usin...
Towards Accelerating Intrusion Detection

, h$ z2 U* R- ?9 u& Z
Operations at the Edge Network using FPGAs

1 _5 }3 e7 K  }& F$ [& Q! r7 _
" A& `% K  D: |8 \+ m* g
& c& x; ^* p  p- M1 v6 u; O. K* m4 ^# d0 l  e, ]
In the current paper, we present our work towards
' l* E; f& s* k" y' [accelerating intrusion detection operations at the edge network
5 s8 z7 _# c6 Pusing FPGAs. Cloud computing and network function
& k+ m  Z, J4 h) uvirtualization have led to a new appealing paradigm for service
) o5 m" n0 b4 `6 D* s, f- Xdelivery and management. Unfortunately, this paradigm fails
) K; ~- u) P3 F0 \& k' q' Cto correctly support IoT applications and services that seek ! }6 H- i" c, F% m$ d, `2 _  ~
better communication platforms. Security as a Service can also : X6 h5 c& D3 [6 s' x
be seen as a cloud-based model that needs to be accommodated
0 Q2 M, C1 V( R3 [% c6 R% dto fulfill these services requirements. Again, one of the main $ q& y6 K9 @) G# G& X+ g
issues to be addressed in this context is how to improve the * \  E( v& A, ?
performance of such systems or services in order to make them - ?, u; S& h( e) S5 Z, ]8 b
capable of coping with the huge amount of data while . e3 k: j& g; j. T8 R/ v
remaining reliable. A potential solution is the FPGA based
7 z+ \1 e6 M7 G% H7 O  V, ~edge computing, which is a powerful combination offering . h. X3 }/ B3 A" s& C
FPGA acceleration capabilities together with edge and fog % M8 V% m- ~! J; _1 Y) z
benefits. Indeed, our work focusses on devising an Intrusion $ ^. g  ?& v2 B$ V% ^8 n
Prevention architecture called FORTISEC (40SEC), that is , K; q9 |$ C8 p7 q& [9 o. A7 w
meant to operate in a completely softwarized as well as in an 3 @5 H0 R2 m5 |! Q  o7 n
FPGA mode. Thereby, we present suitable algorithms, design
+ K5 ^( P: A" v, uprinciples and well defined components towards the
! p% E3 H* a6 x+ r6 S# t9 G9 Aimplementation of accelerated intrusion prevention on the # l1 B: a' W+ q2 |5 ~4 Q2 W( }
edge. We also present a testbed being utilized for the   `" F, c4 F0 r' x
implementation of 40SEC and its performance testing. 7 |% H2 I$ y" s/ \; \' w

3 R9 \. Q% C+ L  j: q2 `
% s5 F/ G0 C, v4 Z5 ^5 t4 j

Towards Accelerating Intrusion Detection.pdf

1.41 MB, 下载次数: 0, 下载积分: 体力 -2 点



欢迎光临 数学建模社区-数学中国 (http://www.madio.net/) Powered by Discuz! X2.5