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@inproceedings{1323006,
author = {Čermák, Milan and Tovarňák, Daniel and Laštovička, Martin and Čeleda, Pavel},
address = {Istanbul, Turkey},
booktitle = {NOMS 2016 - 2016 IEEE/IFIP Network Operations and Management Symposium},
doi = {http://dx.doi.org/10.1109/NOMS.2016.7502926},
editor = {Sema Oktug, Mehmet Ulema, Cicek Cavdar, Lisandro Zambenedetti Granville, Carlos Raniery P. dos Santos},
keywords = {Performance benchmark;NetFlow;Stream Processing},
howpublished = {paměťový nosič},
language = {eng},
location = {Istanbul, Turkey},
isbn = {978-1-5090-0223-8},
pages = {919-924},
publisher = {IEEE Xplore Digital Library},
title = {A Performance Benchmark of NetFlow Data Analysis on Distributed Stream Processing Systems},
url = {http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=7502926},
year = {2016}
}
TY - JOUR
ID - 1323006
AU - Čermák, Milan - Tovarňák, Daniel - Laštovička, Martin - Čeleda, Pavel
PY - 2016
TI - A Performance Benchmark of NetFlow Data Analysis on Distributed Stream Processing Systems
PB - IEEE Xplore Digital Library
CY - Istanbul, Turkey
SN - 9781509002238
KW - Performance benchmark;NetFlow;Stream Processing
UR - http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=7502926
L2 - http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=7502926
N2 - Modern distributed stream processing systems can be potentially applied to real time network flow processing. However, differences in performance make some systems more suitable than others for being applied in this domain. We propose a novel performance benchmark which is based on a common security analysis algorithms of NetFlow data, to determine the suitability of distributed stream processing system. Three of the most used distributed stream processing systems are benchmarked and results are compared with identified NetFlow data processing challenges and requirements. Benchmark results show that each system reached a sufficient data processing speed using basic deployment scenario with little to no configuration tuning. Our benchmark, unlike any other, enables to determine a performance of processing small structured messages on any stream processing system.
ER -
ČERMÁK, Milan, Daniel TOVARŇÁK, Martin LAŠTOVIČKA a Pavel ČELEDA. A Performance Benchmark of NetFlow Data Analysis on Distributed Stream Processing Systems. In Sema Oktug, Mehmet Ulema, Cicek Cavdar, Lisandro Zambenedetti Granville, Carlos Raniery P. dos Santos. \textit{NOMS 2016 - 2016 IEEE/IFIP Network Operations and Management Symposium}. Istanbul, Turkey: IEEE Xplore Digital Library, 2016, s.~919-924. ISBN~978-1-5090-0223-8. Dostupné z: https://dx.doi.org/10.1109/NOMS.2016.7502926.
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