|
Towards Accelerating Intrusion Detection
" j, {1 @4 E7 L7 ~# @/ eOperations at the Edge Network using FPGAs 0 L, N4 W& ]; B- ~9 x* A# r5 Z
: }# e3 s$ j# v+ B- U4 e1 j" d+ @2 T
3 @1 j) q4 q4 \& [* N
' C: f* E9 u* _+ m In the current paper, we present our work towards 6 y( ~) N4 u7 C+ w: e T$ b9 e
accelerating intrusion detection operations at the edge network - X( w0 \- ^$ b1 u2 Y$ S7 u* p
using FPGAs. Cloud computing and network function ) q6 P- j4 l: d8 N8 ^$ I6 n
virtualization have led to a new appealing paradigm for service
% p; e* T+ Q9 Vdelivery and management. Unfortunately, this paradigm fails 9 P5 Y- \1 d: P( O+ l* z. W
to correctly support IoT applications and services that seek
* ` M( u, E/ c6 Q- dbetter communication platforms. Security as a Service can also " o9 U, s0 q' R" m! U$ y$ l/ e3 @
be seen as a cloud-based model that needs to be accommodated 6 B4 Q* ^: A! p% j+ L
to fulfill these services requirements. Again, one of the main
) M g; O3 D# m) uissues to be addressed in this context is how to improve the
~( \8 e+ _+ Q: O2 lperformance of such systems or services in order to make them 8 {) D( C( u* Q- M8 G, D
capable of coping with the huge amount of data while 7 x/ Z9 g! C+ p: H
remaining reliable. A potential solution is the FPGA based
1 q* T4 a8 I- ~% A0 |- G3 medge computing, which is a powerful combination offering
; D* \$ }2 ?/ P- D u: Q; Q/ x+ m7 @FPGA acceleration capabilities together with edge and fog 5 a# q, T% N) B+ w/ `8 A( @8 F
benefits. Indeed, our work focusses on devising an Intrusion 3 ]% `0 V1 B1 s G( W6 @
Prevention architecture called FORTISEC (40SEC), that is ) H K8 d$ P* Q3 o. ~* p: R
meant to operate in a completely softwarized as well as in an # z p: a( Y4 l: A
FPGA mode. Thereby, we present suitable algorithms, design
& P, p* ^9 `) t# u+ h+ C* tprinciples and well defined components towards the 5 A9 x7 I/ l' o+ J1 s
implementation of accelerated intrusion prevention on the 3 b5 V- N: m+ E7 w
edge. We also present a testbed being utilized for the
* z, A8 x5 [9 i0 V Simplementation of 40SEC and its performance testing.
6 a# q" ?) r7 @; F/ b: I; h8 C/ u) k6 `# {
9 c; K$ U8 f( R$ A, m
|