Towards 6G: fast and self-adaptive dynamic bandwidth allocation for next-generation mobile fronthaul

E Wong, L Ruan - Journal of Optical Communications and …, 2023 - opg.optica.org
6G networks will deliver dynamic and immersive applications that bridge the real and digital
worlds. The next-generation passive optical access network is a potential optical transport …

Machine learning enhanced next-generation optical access networks—challenges and emerging solutions [Invited Tutorial]

E Wong, S Mondal, L Ruan - Journal of Optical Communications and …, 2023 - opg.optica.org
Optical access networks are envisioned to become increasingly complex as they support
more and more diverse and immersive services, each with a different capacity, latency, and …

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 …

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 …

Machine intelligence in supervising bandwidth allocation for low-latency communications

L Ruan, I Dias, E Wong - 2019 IEEE 20th International …, 2019 - ieeexplore.ieee.org
This paper presents the exploitation of an artificial neural network (ANN) to facilitate insights
into existing bandwidth allocation schemes in optical access networks and supervise …

Addressing concept drift of dynamic traffic environments through rapid and self-adaptive bandwidth allocation

L Ruan, E Wong - 2023 32nd International Conference on …, 2023 - ieeexplore.ieee.org
Passive optical networks are envisioned to become increasingly complex as they support
more and more diverse and immersive services that have different capacity, latency, and …

Machine intelligence in allocating bandwidth to achieve low-latency performance

L Ruan, E Wong - … Conference on Optical Network Design and …, 2018 - ieeexplore.ieee.org
In this work, we present a complete rethink of the decision-making process in allocating
bandwidth in a heterogeneous Fiber-Wireless network with machine intelligence. We …

Predictive bandwidth allocation scheme with traffic pattern and fluctuation tracking for TDM-PON-based mobile fronthaul

D Hisano, H Uzawa, Y Nakayama… - IEEE Journal on …, 2018 - ieeexplore.ieee.org
In future radio access systems, since the number of mobile base stations will increase to
cope with the increasing mobile traffic, the number of mobile fronthaul (MFH) links will also …

Towards 6G: machine learning driven resource allocation in next generation optical access networks

E Wong, L Ruan - European Conference and Exhibition on Optical …, 2022 - opg.optica.org
Abstract 6G networks will deliver immersive applications that bridge real and digital worlds.
The next-generation optical access network is a potential optical transport solution. In view …

Machine learning based bandwidth prediction in tactile heterogeneous access networks

L Ruan, S Mondal, E Wong - IEEE INFOCOM 2018-IEEE …, 2018 - ieeexplore.ieee.org
We present the use of machine learning to predict bandwidth demand over heterogeneous
optical-wireless networks, and propose a novel predictive bandwidth allocation algorithm …