Enhancing latency performance through intelligent bandwidth allocation decisions: a survey and comparative study of machine learning techniques

L Ruan, MPI Dias, E Wong - Journal of Optical Communications and …, 2020 - opg.optica.org
Converged access networks consolidating 5G and beyond and fixed optical fiber access are
expected to support future latency-sensitive human-to-machine applications over the Tactile …

Achieving low-latency human-to-machine (H2M) applications: An understanding of H2M traffic for AI-facilitated bandwidth allocation

L Ruan, MPI Dias, E Wong - IEEE Internet of things journal, 2020 - ieeexplore.ieee.org
Human-controlled and haptic feedback data in emerging Tactile Internet human-to-machine
(H2M) applications require stringent low-latency transmission. Understanding the traffic …

A sharing platform for multi-tenant PONs

N Afraz, M Ruffini - Journal of Lightwave Technology, 2018 - opg.optica.org
In this paper, we address the sharing incentive issue in multi-tenant passive optical networks
(PONs). We propose an economic-robust and efficient sharing platform for new emerging …

Remotely controlled XG-PON DBA with linear prediction for flexible access system architecture

N Hanaya, Y Nakayama, M Yoshino… - Optical Fiber …, 2018 - opg.optica.org
We propose a dynamic bandwidth allocation (DBA) algorithm with linear prediction in a
remotely controlled 10-Gigabit-capable passive optical network (XG-PON). Simulation …

Towards self-adaptive bandwidth allocation for low-latency communications with reinforcement learning

L Ruan, MPI Dias, E Wong - Optical Switching and Networking, 2020 - Elsevier
Emerging applications such as remotely-controlled human-to-machine and tactile-haptic
applications in the Internet evolution demand stringent low-latency transmission. In realising …

Softwarized and open OLT architecture for flexible optical access network

K Nishimoto, T Suzuki, K Asaka, J Kani… - Optical Fiber …, 2020 - opg.optica.org
Softwarized and Open OLT Architecture for Flexible Optical Access Network Page 1 M1K.4.pdf
OFC 2020 © OSA 2020 Softwarized and Open OLT Architecture for Flexible Optical Access …

First demonstration of commodity L2 switch‐based passive optical network

K Nishimoto, T Yamada, J Kani, A Otaka - Electronics Letters, 2018 - Wiley Online Library
The 'commoditisation'(ie using commodity hardware or commodity device as a hardware
platform for network equipment) and 'softwarisation'(ie implementing the network function of …

An Evaluation of Machine Learning Techniques to Support Latency-Sensitive Human-to-Machine (H2M) Communications

E Wong, L Ruan - Asia Communications and Photonics Conference, 2019 - opg.optica.org
Summarizing state-of-the-art machine learning techniques, we review their technical details
and their performance in allocating bandwidth resource in support of latency-sensitive H2M …