Faulty branch identification in passive optical networks using machine learning

K Abdelli, C Tropschug, H Griesser… - Journal of Optical …, 2023 - opg.optica.org
Passive optical networks (PONs) have become a promising broadband access network
solution thanks to their wide bandwidth, low-cost deployment and maintenance, and …

Fault monitoring in passive optical networks using machine learning techniques

K Abdelli, C Tropschug, H Griesser… - … on Transparent Optical …, 2023 - ieeexplore.ieee.org
Passive optical network (PON) systems are vulnerable to a variety of failures, including fiber
cuts and optical network unit (ONU) transmitter/receiver failures. Any service interruption …

Fault monitoring in passive optical network through the integration of machine learning and fiber sensors

A Usman, N Zulkifli, MR Salim… - International journal of …, 2022 - Wiley Online Library
As the deployment of fiber‐based broadband networks continues to accelerate, the number
of network facilities too is increasing exponentially. The network of optical fiber cables keeps …

OTM-and OTDR-based cost-efficient fiber fault identification and localization in passive optical network

PJ Urban, S Dahlfort - Optical Fiber Communication Conference, 2011 - opg.optica.org
OTM- and OTDR-based cost-efficient Fiber Fault Identification and Localization in Passive
Optical Network Page 1 OTM- and OTDR-based cost-efficient Fiber Fault Identification and …

Optical link monitoring in fibre-to-the-x passive optical network (FTTx PON): A comprehensive survey

A Usman, N Zulkifli, MR Salim, K Khairi… - Optical Switching and …, 2020 - Elsevier
As optical fibre reaches deeper into passive optical network (PON) in fibre-to-the-x (FTTx)
networks, maintaining the integrity of these networks is indeed imperative. Essentially, best …

Fault localization in passive optical networks using OTDR trace correlation analysis

Z Liu, M Li, CK Chan - OFC/NFOEC, 2012 - ieeexplore.ieee.org
Fault localization in passive optical networks using OTDR trace correlation analysis Page 1
Fault Localization in Passive Optical Networks using OTDR Trace Correlation Analysis Zhixin …

[HTML][HTML] Application of no-light fault prediction of PON based on deep learning method

W Jiang, Q Qian, W Yong, R Kumar, J Wu… - Computer …, 2023 - Elsevier
The increased demand for broadband communication services has led to a wider
deployment of fiber in the last mile. However, this expansion comes with the challenge of …

Gated recurrent unit based autoencoder for optical link fault diagnosis in passive optical networks

K Abdelli, F Azendorf, H Grießer… - 2021 European …, 2021 - ieeexplore.ieee.org
We propose a deep learning approach based on an autoencoder for identifying and
localizing fiber faults in passive optical networks. The experimental results show that the …

Branch identification in passive optical networks using machine learning

K Abdelli, C Tropschug, H Grießer, S Jansen… - Optical Fiber …, 2023 - opg.optica.org
Conference title, upper and lower case, bolded, 18 point type, centered Page 1 Branch
Identification in Passive Optical Networks using Machine Learning Khouloud Abdelli1,3 …

Study on supervision of wavelength division multiplexing passive optical network systems

M Cen - 2011 - diva-portal.org
The wavelength-division-multiplexed passive optical network (WDM-PON) offers many
advantages such as large bandwidth per user, easy management, high network security and …