5G and edge: A reinforcement learning approach for Virtual Network Embedding with cost optimization and improved acceptance rate
CL Moreira, CA Kamienski, RAC Bianchi - Computer Networks, 2024 - Elsevier
Abstract 5G technologies are fueling a revolution across numerous industries, including
manufacturing, healthcare, and entertainment, by enabling the development and …
manufacturing, healthcare, and entertainment, by enabling the development and …
Efficient Virtual Network Embedding with Hierarchical and Cooperative Multi-Agent Reinforcement Learning
Virtual network embedding is a process that allows for the creation of multiple virtual
networks, each specifically designed to meet the unique requirements of various services …
networks, each specifically designed to meet the unique requirements of various services …
[HTML][HTML] Reinforcement learning-based virtual network embedding: A comprehensive survey
Virtual network embedding plays a vital role in network virtualization, as it determines the
deployment and connection of virtual networks to the physical network in the 5G and …
deployment and connection of virtual networks to the physical network in the 5G and …
VNE-HRL: A proactive virtual network embedding algorithm based on hierarchical reinforcement learning
J Cheng, Y Wu, Y Lin, E Yuepeng… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Virtual network embedding (VNE) that instantiates virtualized networks on a substrate
infrastructure, is one of the key research problems for network virtualization. Most existing …
infrastructure, is one of the key research problems for network virtualization. Most existing …
Energy-Efficient Virtual Network Embedding: A Deep Reinforcement Learning Approach Based on Graph Convolutional Networks
Network virtualization (NV) technology is the cornerstone of modern network architectures,
offering significant advantages in resource utilization, flexibility, security, and streamlined …
offering significant advantages in resource utilization, flexibility, security, and streamlined …
Virtual network embedding based on hierarchical cooperative multi-agent reinforcement learning
Virtual network embedding (VNE) is a promising technique enabling 5G networks to satisfy
the given requirements of each service via network virtualization (NV). For better …
the given requirements of each service via network virtualization (NV). For better …
Towards learning-based energy-efficient online coordinated virtual network embedding framework
Z Duan, T Wang - Computer Networks, 2024 - Elsevier
Network virtualization is a highly effective technology for resource sharing within data
centers, enabling the coexistence of multiple heterogeneous virtual networks in a shared …
centers, enabling the coexistence of multiple heterogeneous virtual networks in a shared …
InDS: Intelligent DRL Strategy for Effective Virtual Network Embedding of an Online Virtual Network Requests
Network virtualization is a demanding feature in the evolution of future Internet architectures.
It enables on-demand virtualized resource provision for heterogeneous Virtual Network …
It enables on-demand virtualized resource provision for heterogeneous Virtual Network …
Automatic virtual network embedding: A deep reinforcement learning approach with graph convolutional networks
Z Yan, J Ge, Y Wu, L Li, T Li - IEEE Journal on Selected Areas …, 2020 - ieeexplore.ieee.org
Virtual network embedding arranges virtual network services onto substrate network
components. The performance of embedding algorithms determines the effectiveness and …
components. The performance of embedding algorithms determines the effectiveness and …
A node probability-based reinforcement learning framework for virtual network embedding
At present, the traditional heuristic method to solve the problem of virtual network
embedding (VNE) is still the mainstream. In the environment of network virtualization (NV), a …
embedding (VNE) is still the mainstream. In the environment of network virtualization (NV), a …