Applications of Reinforcement Learning in Virtual Network Function Placement: A Survey
C Zhou, B Zhao, J Tao, B Wang - 2022 18th International …, 2022 - ieeexplore.ieee.org
In recent years, network function virtualization has attracted massive attention in academia
and industry, and the virtual network functions placement problem is one of them …
and industry, and the virtual network functions placement problem is one of them …
Virtual network function placement optimization with deep reinforcement learning
R Solozabal, J Ceberio, A Sanchoyerto… - IEEE Journal on …, 2019 - ieeexplore.ieee.org
Network Function Virtualization (NFV) introduces a new network architecture framework that
evolves network functions, traditionally deployed over dedicated equipment, to software …
evolves network functions, traditionally deployed over dedicated equipment, to software …
Virtual Network Function Placement Optimization Algorithm Based on Improve Deep Reinforcement Learning
L TANG, L HE, Q LIAN, Q TAN - 电子与信息学报, 2021 - jeit.ac.cn
Considering the problem of Service Function Chain (SFC) placement optimization caused
by the dynamic arrival of network service requests under the Network Function …
by the dynamic arrival of network service requests under the Network Function …
Virtual Network Function Placement Optimization Algorithm Based on Improve Deep Reinforcement Learning
T Lun, HE Lanqin, L Qinyi, TAN Qi - 电子与信息学报, 2021 - jeit.ac.cn
Considering the problem of Service Function Chain (SFC) placement optimization caused
by the dynamic arrival of network service requests under the Network Function …
by the dynamic arrival of network service requests under the Network Function …
Combining deep reinforcement learning with graph neural networks for optimal VNF placement
P Sun, J Lan, J Li, Z Guo, Y Hu - IEEE Communications Letters, 2020 - ieeexplore.ieee.org
Network Function Virtualization (NFV) technology utilizes software to implement network
function as virtual instances, which reduces the cost on various middlebox hardware. A …
function as virtual instances, which reduces the cost on various middlebox hardware. A …
Resource Allocation in Network Function Virtualization
S Yang, N He, F Li, X Fu - Springer
Network Function Virtualization (NFV) has been emerging as an appealing solution that
transforms complex network functions from dedicated hardware implementations to software …
transforms complex network functions from dedicated hardware implementations to software …
Environment-adaptive sizing and placement of NFV service chains with accelerated reinforcement learning
M Nakanoya, Y Sato… - 2019 IFIP/IEEE symposium …, 2019 - ieeexplore.ieee.org
As network function virtualization spread, network service providers have been able to
deliver various networks flexibly and rapidly. In particular, products and services that build …
deliver various networks flexibly and rapidly. In particular, products and services that build …
Network resource allocation strategy based on deep reinforcement learning
S Zhang, C Wang, J Zhang, Y Duan… - IEEE Open Journal …, 2020 - ieeexplore.ieee.org
The traditional Internet has encountered a bottleneck in allocating network resources for
emerging technology needs. Network virtualization (NV) technology as a future network …
emerging technology needs. Network virtualization (NV) technology as a future network …
An attention based deep reinforcement learning method for virtual network function placement
S Li, S Zhang, L Chen, H Chen, X Liu… - 2020 IEEE 6th …, 2020 - ieeexplore.ieee.org
Network Function Virtualization (NFV) decouples network functions from the dedicated
hardware and produces Virtual Network Functions (VNFs) in software. The VNFs are placed …
hardware and produces Virtual Network Functions (VNFs) in software. The VNFs are placed …
Leveraging deep reinforcement learning with attention mechanism for virtual network function placement and routing
The efficacy of Network Function Virtualization (NFV) depends critically on (1) where the
virtual network functions (VNFs) are placed and (2) how the traffic is routed. Unfortunately …
virtual network functions (VNFs) are placed and (2) how the traffic is routed. Unfortunately …