Deep data analysis in gigabit passive optical networks

T Horvath, R Krkos, L Dubravec - Optica Applicata, 2017 - infona.pl
This paper focuses on practical aspects of gigabit passive optical networks (GPON)
diagnostics during deployment, for root-cause analysis and for research purposes. While …

FPGA xPON traffic analysis

A Tomasov, T Horvath, P Munster… - 2021 44th …, 2021 - ieeexplore.ieee.org
Passive optical networks are a suitable and promising solution for the service delivery
network, particularly for data, video, and voice communications. An optical distribution …

Mongodb database as storage for gpon frames

M Holik, T Horvath, V Oujezsky, P Munster, A Tomasov… - Sensors, 2020 - mdpi.com
This work is focused on creating an open-source software-based solution for monitoring
traffic transmitted through gigabit passive optical network. In this case, the data are captured …

Application of probabilistic modeling and machine learning to the diagnosis of FTTH GPON networks

S Gosselin, JL Courant, SR Tembo… - … Conference on Optical …, 2017 - ieeexplore.ieee.org
This paper presents insights on the promises of probabilistic modeling and machine
learning for fault diagnosis in optical access networks. A Bayesian inference engine, called …

GPON traffic analysis with TensorFlow

V Oujezsky, A Tomasov, M Holik… - 2020 43rd …, 2020 - ieeexplore.ieee.org
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 …

Gpon frame analysis with artificial immune system

V Oujezsky, V Skorpil, T Horvath - 2019 11th International …, 2019 - ieeexplore.ieee.org
This article presents a technique of gigabit passive optical networks analysis. The frames
are captured by FPGA programmable network card and processed with a software parser …

GPON parser for database analysis

M Jurcik, T Horvath, V Oujezsky… - 2019 42nd …, 2019 - ieeexplore.ieee.org
This article deals with transmission convergence layer of gigabit passive optical networks.
Transmission convergence layer takes the responsibility for transferring of frames from …

Application for gpon frame analysis

M Holik, T Horvath, V Oujezsky - Electronics, 2019 - mdpi.com
This article presents a design of a database model used to gather and analyze data frames
transmitted over gigabit passive optical network (GPON) in the downstream direction. An …

Testbed laboratory for the physical analysis of gigabit passive optical access networks (GPONs)

N Merayo, JC Aguado, CM Miguel… - 2017 56th FITCE …, 2017 - ieeexplore.ieee.org
The following topics are dealt with: protocols; telecommunication computing; cloud
computing; mean square error methods; 5G mobile communication; optical fibre subscriber …

Impact of security breach on the upstream delay performance of next generation gigabit passive optical networks

FM Atan, N Zulkifli, SM Idrus, NA Ismail… - Bulletin of Electrical …, 2019 - beei.org
The next generation passive optical networks (NG-GPON) such as long reach GPON is the
future-proof solution to answer the continuous demands for access user bandwidth and …