Detail publikačního výsledku

GPON Traffic Analysis with TensorFlow

OUJEZSKÝ, V.; TOMAŠOV, A.; HOLÍK, M.; ŠKORPIL, V.; HORVÁTH, T.; JURČÍK, M.

Originální název

GPON Traffic Analysis with TensorFlow

Anglický název

GPON Traffic Analysis with TensorFlow

Druh

Stať ve sborníku v databázi WoS či Scopus

Originální abstrakt

The paper presents the latest research results of gigabit passive optical network analysis using machine learning algorithms. TensorFlow has been used to learn the frames of GPON management traffic of the G.984.3 protocol and detect outliers to the standard. The frames are captured by FPGA programmable network card and processed with a software parser and further processed with the TensorFlow using JSON format. The proposed technique can bring a way how to test if vendors of network devices follow the standard and if the content of the frames can be treated as secure and trustworthy.

Anglický abstrakt

The paper presents the latest research results of gigabit passive optical network analysis using machine learning algorithms. TensorFlow has been used to learn the frames of GPON management traffic of the G.984.3 protocol and detect outliers to the standard. The frames are captured by FPGA programmable network card and processed with a software parser and further processed with the TensorFlow using JSON format. The proposed technique can bring a way how to test if vendors of network devices follow the standard and if the content of the frames can be treated as secure and trustworthy.

Klíčová slova

analysis; detection; gpon; machine; learning; tensorflow;

Klíčová slova v angličtině

analysis; detection; gpon; machine; learning; tensorflow;

Autoři

OUJEZSKÝ, V.; TOMAŠOV, A.; HOLÍK, M.; ŠKORPIL, V.; HORVÁTH, T.; JURČÍK, M.

Rok RIV

2021

Vydáno

07.07.2020

Nakladatel

IEEE

Místo

Milan, Italy

ISBN

978-1-7281-6376-5

Kniha

2020 43rd International Conference on Telecommunications and Signal Processing (TSP)

Strany od

69

Strany do

72

Strany počet

4

URL

https://ieeexplore.ieee.org/document/9163575

BibTex

@inproceedings{BUT165542,
  author="Václav {Oujezský} and Adrián {Tomašov} and Martin {Holík} and Vladislav {Škorpil} and Tomáš {Horváth} and Michal {Jurčík}",
  title="GPON Traffic Analysis with TensorFlow",
  booktitle="2020 43rd International Conference on Telecommunications and Signal Processing (TSP)",
  year="2020",
  pages="69--72",
  publisher="IEEE",
  address="Milan, Italy",
  doi="10.1109/TSP49548.2020.9163575",
  isbn="978-1-7281-6376-5",
  url="https://ieeexplore.ieee.org/document/9163575"
}