Elastic adaptive network slicing scheme based on multi-priority cooperative prediction in Fi-Wi access network

Q Tian, S Li, F Wang, R Gao, H Yao… - Journal of Lightwave …, 2022 - ieeexplore.ieee.org
With the development of information technology, optical access network gradually presents
the characteristics of multi-domain, multi-layer and multi-vendor. The network slicing …

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) …

Towards Virtualized Optical-Wireless Heterogeneous Networks

Z Vujicic, MC Santos, R Méndez, B Klaiqi… - IEEE …, 2024 - ieeexplore.ieee.org
Towards supporting a myriad of new services and applications under highly heterogeneous
operating conditions, while dynamically adapting to capacity and quality-of-service (QoS) …

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 …

[HTML][HTML] Experimental validation of an SDN residential network management proposal over a GPON testbed

N Merayo, D de Pintos, JC Aguado, I de Miguel… - Optical Switching and …, 2021 - Elsevier
We propose, and experimentally demonstrate, an SDN (Software Defined Networking) new
management solution for legacy GPONs (Gigabit Passive Optical Networks), which allows …

Reinforcement Learning-based Bandwidth Decision in Optical Access Networks: A Study of Exploration Strategy and Time with Confidence Guarantee

L Ruan, E Wong, H Zhu - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Reinforcement learning (RL) has recently emerged as a promising solution for intelligence
bandwidth decisions that reduce latency in optical access networks. Even though RL drives …

Trustworthy artificial intelligence classification-based equivalent bandwidth control

S Narteni, M Muselli, F Dabbene, M Mongelli - Computer Communications, 2023 - Elsevier
Nowadays, machine learning (ML) is a viable solution for the allocation of equivalent
bandwidth (EqB) in telecommunication networks, ie the minimum service rate required by a …

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 …, 2024 - 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 …

Bin-packing-based online dynamic bandwidth and wavelength allocation algorithm in super-PON

S Garg, A Dixit - IEEE Access, 2021 - ieeexplore.ieee.org
Super passive optical network (Super-PON) is a next-generation Ethernet PON (NG-EPON)
candidate that is envisaged to provide high data rate and low latency. For NG-EPON, there …

Dynamic Bandwidth Allocation Using Linear Regression Model in IOT with Machine Learning Techniques

Shekhar, G Bhandari, S Tyagi - Micro-Electronics and Telecommunication …, 2023 - Springer
An improved dynamic bandwidth allocation (IDBA) technique is presented for optimal
bandwidth management provisioning in IoT devices. Although there are several application …