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 …

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 …

Dynamic bandwidth allocation for OFDMA-PONs using hidden Markov model

W Lim, P Kourtessis, JM Senior, Y Na, Y Allawi… - IEEE …, 2017 - ieeexplore.ieee.org
Accurate prediction of traffic conditions on orthogonal frequency division multiple access
passive optical networks is important because of its vital role in network resource …

ANFIS-DBA: ANFIS Based Dynamic Bandwidth Allocation Scheme for Latency Driven Cost Effective Next Generation PON

E Inaty, G Akkad, M Maier - IEEE Transactions on Network and …, 2024 - ieeexplore.ieee.org
Motivated by the six generation (6G) system's stringent latency and throughput
requirements, we propose a high performance dynamic bandwidth allocation (DBA) scheme …

Dynamic bandwidth allocation algorithm with demand forecasting mechanism for bandwidth allocations in 10-gigabit-capable passive optical network

KA Memon, KH Mohammadani, AA Laghari, R Yadav… - Optik, 2019 - Elsevier
Abstract 10G-passive optical network (XG-PON) provides an emerging potential technology
to carry multiple services for the first-mile access network. However, it offers 0.3 ms …

[HTML][HTML] Demand forecasting DBA algorithm for reducing packet delay with efficient bandwidth allocation in XG-PON

KA Memon, KH Mohammadani, N Ain, A Shaikh… - Electronics, 2019 - mdpi.com
In a typical 10G-Passive Optical Network (XG-PON), the propagation delay between the
Optical Network Unit (ONU) and Optical Line Terminal (OLT) is about 0.3 ms. With a frame …

Machine learning based dynamic load balancing DWBA scheme for TWDM PON

RA Butt, M Faheem, A Arfeen, MW Ashraf… - Optical Fiber …, 2019 - Elsevier
The time and wavelength division passive optical network (TWDM PON) provides
broadband services to residential, commercial and industrial users at four different …

A nonlinear-predictive QoS-promoted dynamic bandwidth allocation scheme for triple-play services in ethernet passive optical networks

JW Peng, CJ Chang, PL Tien - GLOBECOM 2009-2009 IEEE …, 2009 - ieeexplore.ieee.org
This paper proposes a nonlinear-predictive QoS-promoted dynamic bandwidth allocation
(NQ-DBA) scheme for upstream transmission in Ethernet passive optical network (EPON) …

Traffic-prediction-assisted dynamic bandwidth assignment for hybrid optical wireless networks

M Mirahmadi, A Shami - Computer Networks, 2012 - Elsevier
Hybrid optical-wireless networks provide the inexpensive broadband bandwidth, vital for
modern applications, as well as mobility, and scalability required for an access network …

A multi-step prediction algorithm based on correlated traffic and multi-head attention for PON

Z Chen, W Xiao, J Liang, B Su, O Xu… - 2022 20th International …, 2022 - ieeexplore.ieee.org
We propose a traffic prediction algorithm applied to dynamic bandwidth allocation in high
speed PON. The algorithm takes into account traffic correlation and realize multi-step …