Joint virtual network topology design and embedding for cybertwin-enabled 6G core networks

J Li, W Shi, Q Ye, S Zhang, W Zhuang… - IEEE Internet of Things …, 2021 - ieeexplore.ieee.org
To efficiently allocate heterogeneous resources for customized services, in this article, we
propose a network virtualization (NV)-based network architecture in cybertwin-enabled 6G …

Optimized service chain placement using genetic algorithm

MA Khoshkholghi, J Taheri… - … IEEE Conference on …, 2019 - ieeexplore.ieee.org
Network Function Virtualization (NFV) is an emerging technology to consolidate network
functions onto high volume storages, servers and switches located anywhere in the network …

RKD-VNE: Virtual network embedding algorithm assisted by resource knowledge description and deep reinforcement learning in IIoT scenario

P Zhang, P Gan, N Kumar, CH Hsu, S Shen… - Future Generation …, 2022 - Elsevier
In the era of Industry 4.0, the Industrial Internet of Things (IIoT) is developing rapidly, various
IIoT applications pose new challenges to the existing network architecture. On the one hand …

MAPLE: A machine learning approach for efficient placement and adjustment of virtual network functions

OA Wahab, N Kara, C Edstrom, Y Lemieux - Journal of Network and …, 2019 - Elsevier
As one of the many advantages of cloud computing, Network Function Virtualization (NFV)
has revolutionized the network and telecommunication industry through enabling the …

Graph convolutional network aided virtual network embedding for Internet of Thing

S Ma, H Yao, T Mai, J Yang, W He… - … on Network Science …, 2022 - ieeexplore.ieee.org
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 …

Joint dynamical VNF placement and SFC routing in NFV-enabled SDNs

L Liu, S Guo, G Liu, Y Yang - IEEE Transactions on Network …, 2021 - ieeexplore.ieee.org
Due to that Service Function Chain (SFC) permits the forwarding of flows along a
predetermined sequence chain of Virtual Network Functions (VNFs), it has become a …

Reinforcement learning for service function chain reconfiguration in NFV-SDN metro-core optical networks

S Troia, R Alvizu, G Maier - Ieee Access, 2019 - ieeexplore.ieee.org
With the advent of 5G technology, we are witnessing the development of increasingly
bandwidth-hungry network applications, such as enhanced mobile broadband, massive …

Multiservice function chain embedding with delay guarantee: A game-theoretical approach

J Li, W Shi, Q Ye, N Zhang, W Zhuang… - IEEE Internet of Things …, 2021 - ieeexplore.ieee.org
Through network function virtualization (NFV), virtual network functions (VNFs) can be
mapped onto substrate networks as service function chains (SFCs) to provide customized …

IoT virtualization: A survey of software definition & function virtualization techniques for internet of things

I Alam, K Sharif, F Li, Z Latif, MM Karim, B Nour… - arXiv preprint arXiv …, 2019 - arxiv.org
Internet of Things (IoT) and Network Softwarization are fast becoming core technologies of
information systems and network management for next generation Internet. The deployment …

VNE solution for network differentiated QoS and security requirements: from the perspective of deep reinforcement learning

C Wang, RS Batth, P Zhang, GS Aujla, Y Duan, L Ren - Computing, 2021 - Springer
The rapid development and deployment of network services has brought a series of
challenges to researchers. On the one hand, the needs of Internet end users/applications …