[HTML][HTML] Graph neural networks for intelligent modelling in network management and orchestration: a survey on communications
The advancing applications based on machine learning and deep learning in
communication networks have been exponentially increasing in the system architectures of …
communication networks have been exponentially increasing in the system architectures of …
Dynamic slicing reconfiguration for virtualized 5G networks using ML forecasting of computing capacity
JS Camargo, E Coronado, W Ramirez, D Camps… - Computer Networks, 2023 - Elsevier
As 5G deployments continue to increase worldwide, new applications can fully leverage the
exceptional features of the emerging mobile networks. Ultra-Reliable Low Latency …
exceptional features of the emerging mobile networks. Ultra-Reliable Low Latency …
[HTML][HTML] An Improved Adaptive Service Function Chain Mapping Method Based on Deep Reinforcement Learning
W Huang, S Li, S Wang, H Li - Electronics, 2023 - mdpi.com
With the vigorous development of the network functions virtualization (NFV), service function
chain (SFC) resource management, which aims to provide users with diversified customized …
chain (SFC) resource management, which aims to provide users with diversified customized …
[PDF][PDF] Modified deep reinforcement learning agent for dynamic resource placement in IoT network slicing
Network slicing is a promising paradigm and significant evolution for adjusting the
heterogeneous services based on different requirements by placing dynamic virtual network …
heterogeneous services based on different requirements by placing dynamic virtual network …
[HTML][HTML] Virtual Network Function Migration Considering Load Balance and SFC Delay in 6G Mobile Edge Computing Networks
Y Yue, X Tang, Z Zhang, X Zhang, W Yang - Electronics, 2023 - mdpi.com
With the emergence of Network Function Virtualization (NFV) and Software-Defined
Networks (SDN), Service Function Chaining (SFC) has evolved into a popular paradigm for …
Networks (SDN), Service Function Chaining (SFC) has evolved into a popular paradigm for …
[PDF][PDF] Smart Service Function Chain System for Dynamic Traffic Steering using Reinforcement Learning (CHRL)
A Nadhum, A Al-Saadi - Karbala International Journal of Modern Science, 2023 - iasj.net
The rapid development of the Internet and network services coupled with the growth of
communication infrastructure necessitates the employment of intelligent systems. The …
communication infrastructure necessitates the employment of intelligent systems. The …