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 …

Adaptive and low latency DWBA algorithm with SLA support for NG-EPON

Y Li, D Qin, Q Zhang, M Wang - 2021 IEEE 5th Advanced …, 2021 - ieeexplore.ieee.org
In this paper, an adaptive and efficient resource allocation mechanism called adaptive
satisfaction with inclination dynamic bandwidth and wavelength allocation (ASWI-DWBA) …

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 …

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 …

Self-adaptive bandwidth scheduling based on improved Random Early Detection for NG-PON

X Xu, B Liu, L Zhang, Y Mao, X Wu… - 2019 18th …, 2019 - ieeexplore.ieee.org
This paper proposes a self-adaptive network bandwidth scheduling approach based on
improved random early detection (RED), which can be fully exploited in next generation …

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 …

[引用][C] A novel dynamic bandwidth allocation algorithm for NG-PON based on QoS and SLA

X Xu, B Liu, L Zhang, Y Mao, X Wu… - 2018 Asia …, 2018 - ieeexplore.ieee.org
A Novel Dynamic Bandwidth Allocation Algorithm for NG-PON based on QoS and SLA Page 1
A Novel Dynamic Bandwidth Allocation Algorithm for NG-PON based on QoS and SLA Xing Xu …

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 …

High bandwidth utilization DWBA algorithm for upstream channel in NG-EPON

J Hui, C Gan, L Wu, Z Xu - IEEE Access, 2022 - ieeexplore.ieee.org
In this paper, an (ONU-load and RTTs)-based (OLR) dynamic wavelength and bandwidth
allocation (DWBA) algorithm for upstream channel in next-generational Ethernet passive …

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 …