SO‐VMEC: service offloading in virtual mobile edge computing using deep reinforcement learning

M Laroui, H Ibn‐Khedher, M Ali Cherif… - Transactions on …, 2022 - Wiley Online Library
Abstract Service offloading poses interesting challenges in current and next‐generation
networks. The classical network optimization algorithms are still painstakingly tune heuristics …

A virtual network embedding algorithm based on double-layer reinforcement learning

M Li, ML Lu - The Computer Journal, 2021 - academic.oup.com
Virtual network embedding (VNE) algorithms dominate the effectiveness of resource sharing
in network virtualization. Heuristic embedding algorithms generally make embedding …

[HTML][HTML] DQN-based intelligent controller for multiple edge domains

A Llorens-Carrodeguas, C Cervelló-Pastor… - Journal of Network and …, 2023 - Elsevier
Advanced technologies like network function virtualization (NFV) and multi-access edge
computing (MEC) have been used to build flexible, highly programmable, and autonomously …

Machine learning-based optimal vnf deployment

S Park, HG Kim, J Hong, S Lange… - 2020 21st Asia …, 2020 - ieeexplore.ieee.org
Network Function Virtualization (NFV) environment can deal with dynamic changes in traffic
status with appropriate deployment and scaling of Virtualized Network Function (VNF) …

Efficient virtual network embedding with node ranking and intelligent link mapping

K Nguyen, Q Lu, C Huang - 2020 IEEE 9th International …, 2020 - ieeexplore.ieee.org
Network virtualization (NV) is emerged as a key enabler for the success of the future
virtualized networks (eg 5G networks and smart Internet of Things (IoT)). Virtual Network …

Equilibrated and fast resources allocation for massive and diversified MTC services using multiagent deep reinforcement learning

L Tang, Y Du, Q Chen, Q Liu, J Li… - IEEE Internet of Things …, 2022 - ieeexplore.ieee.org
Massive and diversified machine type communication (MTC) service is one of the
development trends of MTC in Internet of Things (IoT). Meanwhile, realizing network …

Fine-grained management in 5G: DQL based intelligent resource allocation for network function virtualization in C-RAN

C Zhang, M Dong, K Ota - IEEE Transactions on Cognitive …, 2020 - ieeexplore.ieee.org
Recently, the installation of 5G networks offers a variety of real-time, high-performance and
human-oriented customized services. However, the current laying 5G structure is unable to …

EdgeGYM: a reinforcement learning environment for constraint-aware NFV resource allocation

J Su, S Nair, L Popokh - … 2nd International Conference on AI in …, 2023 - ieeexplore.ieee.org
Optimizing resource allocation in Network Functions Virtualization (NFV) deployment
remains a challenging problem due to the complex interactions between network functions …

Virtual network embedding with pre‐transformation and incentive convergence mechanism

C Wang, G Liu, S Peng, Y Yuan, G Li… - Concurrency and …, 2017 - Wiley Online Library
Efficient and fair resource allocation for multitudinous virtual networks running cloud‐based
applications is crucial to archive dynamic resources multi‐tenancy in cloud computing. In …

Virtual network embedding with dynamic speed switching orchestration in fog/edge network

Y Chiang, YH Chao, CH Hsu, CT Chou, HY Wei - IEEE Access, 2020 - ieeexplore.ieee.org
In the future 5G networks, network deployment flexibility and low network latency are two of
the most critical requirements and issues. Recently, network virtualization and Fog/Edge …