Deep reinforcement learning for topology-aware VNF resource prediction in NFV environments

N Jalodia, S Henna, A Davy - … Conference on Network Function …, 2019 - ieeexplore.ieee.org
… challenges with dynamic resource management in NFV [3]. … -offs while allocating resources
to Virtual Network Functions (… be predicted ahead of time, so that the required resources are …

Virtual network function migration based on dynamic resource requirements prediction

L Tang, X He, P Zhao, G Zhao, Y Zhou, Q Chen - IEEE Access, 2019 - ieeexplore.ieee.org
… For the migration, we design a topology-aware greedy algorithm with the goal to … to predict
resource requirements of SFC so as to develop migration strategy. We combine prediction

Topology-aware multi-objective virtual machine dynamic consolidation for cloud datacenter

G Cao - Sustainable Computing: Informatics and Systems, 2019 - Elsevier
… The use of predicted values bring benefit of enabling earlier … predicted resource usages and
current resource usages. … PMs whose free resources meet all the resource requirement of v i …

EE-CTA: Energy efficient, concurrent and topology-aware virtual network embedding as a multi-objective optimization problem

A Jahani, LM Khanli, MT Hagh… - Computer Standards & …, 2019 - Elsevier
… Their strategy was based on renewable energy predictionrequired resources of each virtual
network are low and they have a few required nodes and links, then several virtual networks

Southbound message delivery with virtual network topology awareness in clouds

G Zhao, L Luo, H Xu, CJ Chung… - IEEE/ACM Transactions …, 2022 - ieeexplore.ieee.org
… , we design a virtual network topology-aware southbound … The control plane needs to know
not the physical location (eg… Due to the prior work of traffic matrix prediction in clouds [36], [37]…

Graph neural network-based virtual network function deployment prediction

HG Kim, S Park, D Heo, S Lange, H Choi… - … on Network and …, 2020 - ieeexplore.ieee.org
Topology-aware learning We experiment for … network and requirements of service requests
and VNFs. In the experiment, our model provides near-optimal VNF deployment prediction in …

Topology aware deep learning for wireless network optimization

S Zhang, B Yin, W Zhang… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
… will be particularly useful if a wireless network needs to timely handle the dynamics due to
… a topology-aware approach to train a DL machine which can robustly predict important links …

VITA: Virtual network topology-aware southbound message delivery in clouds

L Luo, G Zhao, H Xu, L Xie… - IEEE INFOCOM 2022-IEEE …, 2022 - ieeexplore.ieee.org
… with the fundamental requirements of southbound message … its-kind work on virtual network
topology-aware southbound … Due to the prior work of traffic matrix prediction in clouds [30, …

Machine learning-driven scaling and placement of virtual network functions at the network edges

T Subramanya, R Riggio - 2019 IEEE Conference on network …, 2019 - ieeexplore.ieee.org
… Boutaba, “Topology-aware prediction of virtual network function resource requirements,”
IEEE Transactions on Network and Service Management, vol. 14, no. 1, 2017. …

An energy-efficient topology-aware virtual machine placement in cloud datacenters: a multi-objective discrete jaya optimization

MH Shirvani - Sustainable Computing: Informatics and Systems, 2023 - Elsevier
… which require overfilled storage and processing resources urge the … It is predicted that the
electricity consumption of world’s ICT … In addition to, another prediction says that the energy …