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TOMAŠOV, A. HORVÁTH, T. MÜNSTER, P. HOLÍK, M. OUJEZSKÝ, V.
Original Title
FPGA xPON Traffic Analysis
Type
conference paper
Language
English
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.
Keywords
FPGA; GRU; Inspection; Kafka; Neural Network; Pipeline; xPON
Authors
TOMAŠOV, A.; HORVÁTH, T.; MÜNSTER, P.; HOLÍK, M.; OUJEZSKÝ, V.
Released
26. 7. 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" }