Virtualized network function forwarding graph placing in SDN and NFV-enabled IoT networks: A graph neural network assisted deep reinforcement learning method

Y Xie, L Huang, Y Kong, S Wang, S Xu… - … on Network and …, 2021 - ieeexplore.ieee.org
With an ambitious increase in the number of Internet of Things (IoT) terminals, IoT networks
face a huge challenge which is providing diverse and complex network services with …

Reliable placement of service function chains and virtual monitoring functions with minimal cost in softwarized 5G networks

PK Thiruvasagam, A Chakraborty… - … on Network and …, 2021 - ieeexplore.ieee.org
Network Functions Virtualization (NFV) allows softwarization of network functions and
enables to run network functions as Virtual Network Function (VNF) instances on top of the …

Edge-enhanced graph neural network for DU-CU placement and lightpath provision in X-Haul networks

R Wang, J Zhang, Z Gu, S Yan, Y Xiao… - Journal of Optical …, 2022 - opg.optica.org
The emerging mobile services have imposed several new challenges on the radio access
network (RAN), which stimulates its evolution from cloud-RAN to next-generation RAN (NG …

Cost-aware deployment of microservices for IoT applications in mobile edge computing environment

B Tang, F Guo, B Cao, M Tang… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
In Mobile Edge Computing (MEC) environment, service deployment for IoT application is a
key issue that needs to be solved. Considering the knowledge of mobile users' service …

Resilient and latency-aware orchestration of network slices using multi-connectivity in MEC-enabled 5G networks

PK Thiruvasagam, A Chakraborty… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Network slicing and multi-access edge computing (MEC) are new paradigms which play key
roles in 5G and beyond networks. In particular, network slicing allows network operators …

SARM: service function chain active reconfiguration mechanism based on load and demand prediction

J Cai, K Qian, J Luo, K Zhu - International Journal of Intelligent …, 2022 - Wiley Online Library
Network function virtualization is a promising technology for providing personalized services
via agile service function chains (SFCs). Flexible SFC orchestration and rational resource …

Application-and reliability-aware service function chaining to support low-latency applications in an NFV-enabled network

MM Erbati, G Schiele - 2021 IEEE Conference on Network …, 2021 - ieeexplore.ieee.org
Future network architectures supporting 5G, 6G, Internet of Things (IoT), and fixed line
networks face diverse service requirements in various scenarios, particularly by growing …

[HTML][HTML] End-to-end simulation environment for mobile edge computing

K Gilly, C Bernad, PJ Roig, S Alcaraz… - … Modelling Practice and …, 2022 - Elsevier
Performances analysis of resource management techniques and algorithms for edge
computing is a crucial step that reveals the effectiveness of edge service placement and …

Towards Reliability-Enhanced, Delay-Guaranteed Dynamic Network Slicing: A Multi-Agent DQN Approach with An Action Space Reduction Strategy

W Wang, L Tang, T Liu, X He, C Liang… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
Network availability and service continuity are major concerns for network operators to
provide reliable communication services for Internet of Things (IoT), which are particularly …

Service function chaining in mec: A mean-field game and reinforcement learning approach

A Abouaomar, S Cherkaoui, Z Mlika… - IEEE Systems …, 2022 - ieeexplore.ieee.org
Multiaccess edge computing (MEC) and network virtualization technologies are important
enablers for fifth generation networks to deliver diverse services. Services are often provided …