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 …

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 …

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 …

Dynamic bandwidth allocation based on adaptive predictive for low latency communications in changing passive optical networks environment

B Cao, X Zheng, K Yuan, D Qin, Y Hong - Optical Fiber Technology, 2021 - Elsevier
The industry is considering redesigning the architecture of optical access networks (PONs)
to address the challenges of 5G developments. One of the major challenges is to achieve …

[PDF][PDF] Dynamic Bandwidth Allocation in optical network using machine learning

S Rai, AK Garg - Jilin Daxue Xuebao (Gongxueban) …, 2021 - tianjindaxuexuebao.com
This review paper reflects the benefits of Dynamic Bandwidth Allocation (DBA), which
explains bandwidth allocation in the PON (Passive optical network) network. By raising the …

Dynamic Bandwidth Allocation Algorithm for Ethernet Passive Optical Networks Based on Traffic Prediction

C Xiao, H Fan, D Liu - Advances in Computer Science and its Applications …, 2014 - Springer
In this paper, an algorithm based on traffic prediction is proposed, in bid to predict
instantaneous traffic in ONU, guide higher-priority bandwidth allocation, and avoid" T+ 2" …

Genetic expression programming: a new approach for QoS traffic prediction in EPONs

JY Lee, IS Hwang, AT Liem, KR Lai… - Photonic Network …, 2013 - Springer
The Ethernet passive optical network is being regarded as the most promising for next-
generation optical access solutions in the access networks. In time division multiplexing …

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 …

Limited sharing with traffic prediction for dynamic bandwidth allocation and QoS provisioning over Ethernet passive optical networks

Y Luo, N Ansari - Journal of Optical Networking, 2005 - opg.optica.org
Feature Issue on Optical Access Networks (OAN) As an inexpensive, simple, and scalable
solution for broadband access, Ethernet passive optical networks (EPONs) have the …

IPACT with grant estimation (IPACT-GE) scheme for Ethernet passive optical networks

Y Zhu, M Ma - Journal of Lightwave Technology, 2008 - opg.optica.org
Dynamic bandwidth allocation (DBA) is an open and hot topic in the Ethernet passive optical
network (EPON), which is regarded as one of the best choices for next-generation access …