[HTML][HTML] Artificial intelligence (AI) methods in optical networks: A comprehensive survey
Artificial intelligence (AI) is an extensive scientific discipline which enables computer
systems to solve problems by emulating complex biological processes such as learning …
systems to solve problems by emulating complex biological processes such as learning …
Deep reinforcement learning meets graph neural networks: Exploring a routing optimization use case
Abstract Deep Reinforcement Learning (DRL) has shown a dramatic improvement in
decision-making and automated control problems. Consequently, DRL represents a …
decision-making and automated control problems. Consequently, DRL represents a …
DeepRMSA: A deep reinforcement learning framework for routing, modulation and spectrum assignment in elastic optical networks
This paper proposes DeepRMSA, a deep reinforcement learning framework for routing,
modulation and spectrum assignment (RMSA) in elastic optical networks (EONs) …
modulation and spectrum assignment (RMSA) in elastic optical networks (EONs) …
Virtual optical network embedding (VONE) over elastic optical networks
Based on the concept of infrastructure as a service, optical network virtualization can
facilitate the sharing of physical infrastructure among different users and applications. In this …
facilitate the sharing of physical infrastructure among different users and applications. In this …
Efficient resource allocation for all-optical multicasting over spectrum-sliced elastic optical networks
Recently, optical orthogonal frequency-division multiplexing technology has attracted
intensive research interest because spectrum-sliced elastic optical networks (EONs) can be …
intensive research interest because spectrum-sliced elastic optical networks (EONs) can be …
GNN-based hierarchical deep reinforcement learning for NFV-oriented online resource orchestration in elastic optical DCIs
Network function virtualization (NFV) in elastic optical datacenter interconnections (EO-
DCIs) enables flexible and timely deployment of network services. However, as the service …
DCIs) enables flexible and timely deployment of network services. However, as the service …
Dynamic service provisioning of advance reservation requests in elastic optical networks
The elastic optical network (EON) based on the optical orthogonal frequency-division
multiplexing (O-OFDM) technology is a promising candidate for accommodating the …
multiplexing (O-OFDM) technology is a promising candidate for accommodating the …
Routing and spectrum allocation algorithms for elastic optical networks with dedicated path protection
K Walkowiak, M Klinkowski, B Rabiega… - Optical Switching and …, 2014 - Elsevier
Elastic optical network (EON) architectures have been recently proposed as a candidate
solution for provisioning of both huge bandwidth and flexible connections in next generation …
solution for provisioning of both huge bandwidth and flexible connections in next generation …
On the effect of bandwidth fragmentation on blocking probability in elastic optical networks
In elastic optical networks (EONs), bandwidth fragmentation refers to the existence of non-
aligned, isolated and small-sized blocks of contiguous subcarrier slots in the optical …
aligned, isolated and small-sized blocks of contiguous subcarrier slots in the optical …