Change-point detection method on 100 Gb/s ethernet interface
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21240%2F14%3A00222398" target="_blank" >RIV/68407700:21240/14:00222398 - isvavai.cz</a>
Result on the web
<a href="http://dl.acm.org/citation.cfm?id=2661773" target="_blank" >http://dl.acm.org/citation.cfm?id=2661773</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1145/2658260.2661773" target="_blank" >10.1145/2658260.2661773</a>
Alternative languages
Result language
angličtina
Original language name
Change-point detection method on 100 Gb/s ethernet interface
Original language description
This paper deals with hardware acceleration of statistical methods for detection of anomalies on 100Gb/s Ethernet. The approach is demonstrated by implementing a sequential Non-Parametric Cumulative Sum (NP-CUSUM) procedure. We use high-level synthesis in combination with emerging software defined monitoring (SDM) methodology for rapid development of FPGA-based hardware-accelerated network monitoring applications. The implemented method offloads detection of network attacks and anomalies directly into an FPGA chip. The parallel nature of FPGA allows for simultaneous detection of various kinds of anomalies. Our results show that hardware acceleration of statistical methods using the SDM concept with high-level synthesis from C/C++ is possible and very promising for traffic analysis and anomaly detection in high-speed 100Gb/s networks.
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
IN - Informatics
OECD FORD branch
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Result continuities
Project
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Continuities
S - Specificky vyzkum na vysokych skolach
Others
Publication year
2014
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
Architectures for Networking and Communications Systems (ANCS), 2014 ACM/IEEE Symposium on
ISBN
978-1-4503-2839-5
ISSN
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e-ISSN
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Number of pages
2
Pages from-to
245-246
Publisher name
ACM
Place of publication
New York
Event location
Marina del Rey, CA
Event date
Oct 20, 2014
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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