Product Details
Architektury a softwarové vybavení pro vysokorychlostní zpracování síťového provozu
Created: 2023
Matoušek Jiří, Ing., Ph.D. (DCSY)
Špinler Martin, Ing.
Košař Vlastimil, Ing., Ph.D. (DCSY)
Fukač Tomáš, Ing., Ph.D. (DCSY)
Gurka Oliver, Bc. (FIT)
Šišmiš Lukáš, Ing. (DCSY)
Martínek Tomáš, doc. Ing., Ph.D. (DCSY)
Kořenek Jan, doc. Ing., Ph.D. (DCSY)
FPGA; encrypted traffic analysis; connection tracking table; machine learning
It is a software module for FPGA technology that provides efficient feature
extraction from network traffic to enable encrypted traffic analysis and
classification using machine learning techniques. The core of the software module
is a connection tracking table, which allows the control of packet processing at
the network flow level and aggregates statistics for IPFIX monitoring and
classifiers created by machine learning techniques. Due to the well-designed
architecture, the set of statistics can be changed easily. The module utilizes
the network traffic characteristics and optimizes communication with the external
DRAMs to achieve high speed. The module has been designed and implemented to be
integrated into probes with FPGA SmartNICs and can be used for networks with up
to 400Gbps speed.
Interní - k využití výsledku je třeba vždy získat licenci.