Self-Adaptive Bandwidth Allocation to Address Dynamic Traffic Concept Drift in Optical Access Networks
In this invited talk, we will review our recent work on online reinforcement learning-based
dynamic bandwidth allocation (ORL-DBA) scheme that addresses concept drift in ML …
dynamic bandwidth allocation (ORL-DBA) scheme that addresses concept drift in ML …
Addressing concept drift of dynamic traffic environments through rapid and self-adaptive bandwidth allocation
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 …
more and more diverse and immersive services that have different capacity, latency, and …
The Implementation of Machine Learning Enhanced Next-Generation Optical Access Networks-Rationale, Challenges And Emerging Solutions
E Wong, CG Kang - 2023 28th Asia Pacific Conference on …, 2023 - ieeexplore.ieee.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 …
more and more diverse and immersive services, each with a different capacity, latency, and …
Towards 6G: fast and self-adaptive dynamic bandwidth allocation for next-generation mobile fronthaul
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 …
worlds. The next-generation passive optical access network is a potential optical transport …
Towards self-adaptive bandwidth allocation for low-latency communications with reinforcement learning
Emerging applications such as remotely-controlled human-to-machine and tactile-haptic
applications in the Internet evolution demand stringent low-latency transmission. In realising …
applications in the Internet evolution demand stringent low-latency transmission. In realising …
Machine learning enhanced next-generation optical access networks—challenges and emerging solutions [Invited Tutorial]
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 …
more and more diverse and immersive services, each with a different capacity, latency, and …
Reinforcement Learning-based Bandwidth Decision in Optical Access Networks: A Study of Exploration Strategy and Time with Confidence Guarantee
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 …
bandwidth decisions that reduce latency in optical access networks. Even though RL drives …
On learning bandwidth allocation models for time-varying traffic in flexible optical networks
T Panayiotou, K Manousakis… - … on Optical Network …, 2018 - ieeexplore.ieee.org
We examine the problem of bandwidth allocation (BA) on flexible optical networks in the
presence of traffic demand uncertainty. We assume that the daily traffic demand is given in …
presence of traffic demand uncertainty. We assume that the daily traffic demand is given in …
Machine intelligence in supervising bandwidth allocation for low-latency communications
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 …
into existing bandwidth allocation schemes in optical access networks and supervise …
Autonomous Capacity Adjustment with Dynamic Margin Allocation for Optical Enterprise Links
Conference title, upper and lower case, bolded, 18 point type, centered Page 1 * Geronimo
Bergk is now with Horváth AG, Rotebühlstraße 100, 70178 Stuttgart, Germany. Autonomous …
Bergk is now with Horváth AG, Rotebühlstraße 100, 70178 Stuttgart, Germany. Autonomous …