Service function chain embedding meets machine learning: Deep reinforcement learning approach
Y Liu, J Zhang - IEEE Transactions on Network and Service …, 2024 - ieeexplore.ieee.org
With the emerge of the network function virtualization (NFV) and software-defined network
(SDN), the SDN/NFV-enabled network has been recognized as one of the most promising …
(SDN), the SDN/NFV-enabled network has been recognized as one of the most promising …
SFC embedding meets machine learning: Deep reinforcement learning approaches
Service function chain (SFC) has been recognized as one of the most important
technologies that can satisfy dynamic service demands in the edge clouds. However, how to …
technologies that can satisfy dynamic service demands in the edge clouds. However, how to …
Unsupervised Deep Learning for Distributed Service Function Chain Embedding
P Rodis, P Papadimitriou - IEEE Access, 2023 - ieeexplore.ieee.org
Network Function Virtualization (NFV) has paved the way for the migration of Virtual Network
Functions (VNFs) into multi-tenant datacenters, lowering the barrier for the introduction of …
Functions (VNFs) into multi-tenant datacenters, lowering the barrier for the introduction of …
Drl-deploy: adaptive service function chains deployment with deep reinforcement learning
X Wei, Y Sheng, L Li, C Zhou - 2021 IEEE Intl Conf on Parallel …, 2021 - ieeexplore.ieee.org
With the development of software-defined networking (SDN) and network function
virtualization (NFV), the service function chain (SFC) has become a popular paradigm for …
virtualization (NFV), the service function chain (SFC) has become a popular paradigm for …
Intelligent VNF orchestration and flow scheduling via model-assisted deep reinforcement learning
Hosting virtualized network functions (VNF) has been regarded as an effective way to realize
network function virtualization (NFV). Considering the cost diversity in cloud computing, from …
network function virtualization (NFV). Considering the cost diversity in cloud computing, from …
A machine learning approach for service function chain embedding in cloud datacenter networks
TJ Wassing, D De Vleeschauwer… - 2021 IEEE 10th …, 2021 - ieeexplore.ieee.org
Network Functions Virtualization (NFV) is an industry effort to replace traditional hardware
middleboxes with virtualized network functions (VNFs) running on general-build hardware …
middleboxes with virtualized network functions (VNFs) running on general-build hardware …
Dynamic service function chain deployment and readjustment method based on deep reinforcement learning
J Ran, W Wang, H Hu - Sensors, 2023 - mdpi.com
With the advent of Software Defined Network (SDN) and Network Functions Virtualization
(NFV), network operators can offer Service Function Chain (SFC) flexibly to accommodate …
(NFV), network operators can offer Service Function Chain (SFC) flexibly to accommodate …
Dynamic service function chain embedding for NFV-enabled IoT: A deep reinforcement learning approach
The Internet of things (IoT) is becoming more and more flexible and economical with the
advancement in information and communication technologies. However, IoT networks will …
advancement in information and communication technologies. However, IoT networks will …
GCN-TD: A learning-based approach for service function chain deployment on the fly
Network function virtualization (NFV) has emerged as a promising paradigm for transforming
network functions from dedicated hardware to software middleboxes, which can …
network functions from dedicated hardware to software middleboxes, which can …
NFVdeep: Adaptive online service function chain deployment with deep reinforcement learning
With the evolution of network function virtualization (NFV), diverse network services can be
flexibly offered as service function chains (SFCs) consisted of different virtual network …
flexibly offered as service function chains (SFCs) consisted of different virtual network …