LSTM based Dynamic Bandwidth Allocation in EPONs for Future Multimedia Applications

AT Liem, IS Hwang, E Ganesan - … International Symposium on …, 2021 - ieeexplore.ieee.org
The bandwidth requirement of video type applications such as Internet-enabled HD
television and live streaming generated as much traffic as an entire home today, on average …

Dynamic Bandwidth Allocation Based on Ensemble Learning Predicition for Optical Access Networks

X Zheng, K Yuan, B Cao, T Wang - 2020 IEEE 4th Information …, 2020 - ieeexplore.ieee.org
In order to make the existing Ethernet passive optical network can cope with the increasing
demand of network traffic in the future and adapt to the low delay transmission …

Deep learning-based dynamic bandwidth allocation for future optical access networks

JA Hatem, AR Dhaini, S Elbassuoni - IEEE Access, 2019 - ieeexplore.ieee.org
Over the last decade, Passive Optical Networks (PONs) have emerged as an ideal
candidate for next-generation broadband access networks. Meanwhile, machine learning …

[PDF][PDF] Deep Learning-Based Dynamic Bandwidth Allocation for Future Optical Access Networks

S ELBASSUONI - 2021 - scholar.archive.org
Over the last decade, Passive Optical Networks (PONs) have emerged as an ideal
candidate for next-generation broadband access networks. Meanwhile, machine learning …

RNN based EPON dynamic bandwidth allocation algorithm for complex network

J Yu, Y Fu, F Xiao, H Jia, P Qin, Z Zhao… - Journal of Optical …, 2022 - degruyter.com
In the development of ethernet passive optical networks (EPONs), quality of service (QoS)
support and fairness per optical network unit (ONU) are crucial issues. However, making an …

A Novel Temporal Dynamic Wavelength Bandwidth Allocation based on Long-Short-Term-Memory in NG-EPON

AT Liem, IS Hwang, E Ganesan, SW Taju… - IEEE …, 2023 - ieeexplore.ieee.org
Optical networks have undergone a remarkable transformation with the adoption of Artificial
Intelligence (AI) techniques such as Machine Learning (ML) and Deep Learning (DL). The …

Intelligent bandwidth allocation for latency management in NG-EPON using reinforcement learning method

Q Zhou, J Zhu, J Zhang, Z Jia… - 2020 Conference on …, 2020 - ieeexplore.ieee.org
Intelligent Bandwidth Allocation for Latency Management in NG-EPON using Reinforcement
Learning Method Page 1 STh3L.1.pdf CLEO 2020 © OSA 2020 Intelligent Bandwidth …

LSTM-based DWBA prediction for tactile applications in optical access network

E Ganesan, AT Liem, IS Hwang, MS Ab-Rahman… - Photonics, 2022 - mdpi.com
Historically, the optical access network (OAN) plays a crucial role of supporting emerging
new services such as 4 k, 8 k multimedia streaming, telesurgery, augmented reality (AR) …

A hybrid DBA algorithm for EPON-based mobile front-haul networks

A Wei, T Ye, G He, J He - ICC 2020-2020 IEEE International …, 2020 - ieeexplore.ieee.org
In recent years, Ethernet passive optical network (EPON) has been considered as a
promising candidate of mobile front-haul networks, since it can provide high capacity for …

Efficient bandwidth management (EBM) algorithm for NG-EPON

A Rafiq, MF Hayat, MU Younus - 2018 IEEE 4th International …, 2018 - ieeexplore.ieee.org
Next generation Ethernet passive optical network (NG-EPON) is a promising technology to
cater the huge bandwidth and efficient distribution demands of the future Internet. An …