Publication result detail

FPGA xPON Traffic Analysis

TOMAŠOV, A.; HORVÁTH, T.; MÜNSTER, P.; HOLÍK, M.; OUJEZSKÝ, V.

Original Title

FPGA xPON Traffic Analysis

English Title

FPGA xPON Traffic Analysis

Type

Paper in proceedings (conference paper)

Original Abstract

Passive optical networks are a suitable and promising solution for the service delivery network, particularly for data, video, and voice communications. An optical distribution consists of passive elements (e.g., splitters, fibers), providing a cost-effective high bandwidth tree-like topology. This paper describes a new analysis system designed for an inspection of passive optical networks. The system uses an FPGA-accelerated network interface card to capture the communication from the optical network and machine learning models in order to evaluate the possible anomalies, errors, or attacks.

English abstract

Passive optical networks are a suitable and promising solution for the service delivery network, particularly for data, video, and voice communications. An optical distribution consists of passive elements (e.g., splitters, fibers), providing a cost-effective high bandwidth tree-like topology. This paper describes a new analysis system designed for an inspection of passive optical networks. The system uses an FPGA-accelerated network interface card to capture the communication from the optical network and machine learning models in order to evaluate the possible anomalies, errors, or attacks.

Keywords

FPGA; GRU; Inspection; Kafka; Neural Network; Pipeline; xPON

Key words in English

FPGA; GRU; Inspection; Kafka; Neural Network; Pipeline; xPON

Authors

TOMAŠOV, A.; HORVÁTH, T.; MÜNSTER, P.; HOLÍK, M.; OUJEZSKÝ, V.

RIV year

2021

Released

26.07.2021

Publisher

IEEE

Location

Virtual Conference

ISBN

978-1-6654-2933-7

Book

2021 44th International Conference on Telecommunications and Signal Processing

Pages from

58

Pages to

61

Pages count

4

URL

https://tsp.vutbr.cz/datas/tsp2021/tsp2021.pdf

BibTex

@inproceedings{BUT172143,
  author="Adrián {Tomašov} and Tomáš {Horváth} and Petr {Münster} and Martin {Holík} and Václav {Oujezský}",
  title="FPGA xPON Traffic Analysis",
  booktitle="2021 44th International Conference on Telecommunications and Signal Processing",
  year="2021",
  pages="58--61",
  publisher="IEEE",
  address="Virtual Conference",
  doi="10.1109/TSP52935.2021.9522610",
  isbn="978-1-6654-2933-7",
  url="https://tsp.vutbr.cz/datas/tsp2021/tsp2021.pdf"
}