Towards autonomous VNF auto-scaling using deep reinforcement learning

P Soto, D De Vleeschauwer, M Camelo… - … on Software Defined …, 2021 - ieeexplore.ieee.org
Network Function Virtualization (NFV) is one of the main enablers behind the promised
improvements in the Fifth Generation (5G) networking era. Thanks to this concept, Network …

Characterizing and understanding the architectural implications of cloudnative edge nfv workloads

J Wang, Y Hu - 2019 IEEE Conference on Network Function …, 2019 - ieeexplore.ieee.org
In responding to the fast-varying user service requirements and highly mixed traffics, the 5G
network exploits Network Function Virtualization (NFV) and network slicing to enhance its …

Ensemble deep learning aided vnf deployment for iot services

M Emu, S Choudhury - 2020 16th International Conference on …, 2020 - ieeexplore.ieee.org
In the sixth generation (6G) networks, due to the massive Internet of Things (IoT) connectivity
and substantial growth of communication traffic, an effective Virtual Network Function (VNF) …

[HTML][HTML] Virtual network function embedding under nodal outage using deep Q-learning

SB Chetty, H Ahmadi, S Sharma, A Nag - Future Internet, 2021 - mdpi.com
With the emergence of various types of applications such as delay-sensitive applications,
future communication networks are expected to be increasingly complex and dynamic …

Service function chaining in NFV-enabled edge networks with natural actor-critic deep reinforcement learning

R Wang, J Li, K Wang, X Liu, X Lit - 2021 IEEE/CIC …, 2021 - ieeexplore.ieee.org
In this paper, by exploiting the natural policy gradient-based actor-critic framework, we study
the service function chaining in network function virtualization (NFV)-enabled edge …

Offline SLA-constrained deep learning for 5G networks reliable and dynamic end-to-end slicing

H Chergui, C Verikoukis - IEEE Journal on Selected Areas in …, 2019 - ieeexplore.ieee.org
In this paper, we address the issue of resource provisioning as an enabler for end-to-end
dynamic slicing in software defined networking/network function virtualization (SDN/NFV) …

Online QoS/QoE-Driven SFC Orchestration Leveraging a DRL Approach in SDN/NFV Enabled Networks

M Escheikh, W Taktak - Wireless Personal Communications, 2024 - Springer
The proliferation of the ever-increasing number of highly heterogeneous smart devices and
the emerging of a wide range of diverse applications in 5G mobile network ecosystems …

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

N Jalodia, S Henna, A Davy - 2019 IEEE Conference on …, 2019 - ieeexplore.ieee.org
Network Function Virtualisation (NFV) has emerged as a key paradigm in network
softwarisation, enabling virtualisation in future generation networks. Once deployed, the …

Guest Editorial: Managing Next-Generation Networks for Intelligent Services and Applications

M Aloqaily, H Sedjelmac, L Tseng… - IEEE …, 2022 - ieeexplore.ieee.org
Next-generation networks (NGNs) integrate the functionalities of a plethora of established
and emerging technologies such as 5G, artificial intelligence (AI), edge intelligence, network …

Generalizable 5G RAN/MEC Slicing and Admission Control for Reliable Network Operation

M Ahmadi, A Moayyedi, M Sulaiman… - … on Network and …, 2024 - ieeexplore.ieee.org
The virtualization and distribution of 5G Radio Access Network (RAN) functions across radio
unit (RU), distributed unit (DU), and centralized unit (CU) in conjunction with multi-access …