|
Towards Accelerating Intrusion Detection
; w( l( N% S, S3 A5 A" NOperations 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
/ v0 u& l2 ^0 e0 L3 P
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
|