DNFS-VNE: Deep Neuro-Fuzzy System-Driven Virtual Network Embedding Algorithm
By decoupling substrate resources, network virtualization (NV) is a promising solution for
meeting diverse demands and ensuring differentiated quality of service (QoS). In particular …
meeting diverse demands and ensuring differentiated quality of service (QoS). In particular …
DeepViNE: Virtual network embedding with deep reinforcement learning
Virtual Network Embedding (VNE) is a crucial problem in network virtualization. Prior work
on VNE is mainly focused on optimization-based solutions that are carefully constructed and …
on VNE is mainly focused on optimization-based solutions that are carefully constructed and …
Automatic virtual network embedding based on deep reinforcement learning
Z Yan, J Ge, Y Wu, H Zheng, L Li… - 2019 IEEE 21st …, 2019 - ieeexplore.ieee.org
The performance of virtual network embedding determines the effectiveness and efficiency
of a virtualized network, making it a critical part of the network virtualization technology …
of a virtualized network, making it a critical part of the network virtualization technology …
DeepVNE: Deep Reinforcement and Graph Convolution Fusion for Virtual Network Embedding
KK TG, KB Aneesh, A Siddheshwar… - 2024 16th …, 2024 - ieeexplore.ieee.org
Network virtualization (NV) plays a crucial role in modern network management. One of the
fundamental challenges in NV is allocating physical network (PN) resources to the demands …
fundamental challenges in NV is allocating physical network (PN) resources to the demands …
Efficient virtual network embedding with node ranking and intelligent link mapping
Network virtualization (NV) is emerged as a key enabler for the success of the future
virtualized networks (eg 5G networks and smart Internet of Things (IoT)). Virtual Network …
virtualized networks (eg 5G networks and smart Internet of Things (IoT)). Virtual Network …
DVNE-DRL: dynamic virtual network embedding algorithm based on deep reinforcement learning
X Xiao - Scientific Reports, 2023 - nature.com
Virtual network embedding (VNE), as the key challenge of network resource management
technology, lies in the contradiction between online embedding decision and pursuing long …
technology, lies in the contradiction between online embedding decision and pursuing long …
CE-VNE: Constraint escalation virtual network embedding algorithm assisted by graph convolutional networks
With the advent of Industry 5.0, access devices are becoming more and more demanding on
the network. For example, in areas such as financial transactions, drone control and …
the network. For example, in areas such as financial transactions, drone control and …
Accelerating virtual network embedding with graph neural networks
Virtual Network Embedding (VNE) is an essential component of network virtualization
technology. Prior works on VNE mainly focused on resource efficiency and did not address …
technology. Prior works on VNE mainly focused on resource efficiency and did not address …
Virtual Network Embedding with Changeable Action Space: An Approach Based on Graph Neural Network and Reinforcement Learning
Network virtualization technology is envisioned as the new paradigm for modern Internet by
virtue of its flexible management and allocation of physical resources, as well as fast …
virtue of its flexible management and allocation of physical resources, as well as fast …
Graph convolutional network aided virtual network embedding for Internet of Thing
The past few years have seen the dramatic adoption of the Internet of Things (IoT) in
everyday life, from manufacturing to healthcare. With the emergence of various new Internet …
everyday life, from manufacturing to healthcare. With the emergence of various new Internet …