Online service provisioning in NFV-enabled networks using deep reinforcement learning
In this paper, we study a Deep Reinforcement Learning (DRL) based framework for an
online end-user service provisioning in a Network Function Virtualization (NFV)-enabled …
online end-user service provisioning in a Network Function Virtualization (NFV)-enabled …
NFVdeep: Adaptive online service function chain deployment with deep reinforcement learning
With the evolution of network function virtualization (NFV), diverse network services can be
flexibly offered as service function chains (SFCs) consisted of different virtual network …
flexibly offered as service function chains (SFCs) consisted of different virtual network …
Deep reinforcement learning for dynamic reliability aware NFV-based service provisioning
HR Khezri, PA Moghadam… - 2019 IEEE Global …, 2019 - ieeexplore.ieee.org
Network function virtualization (NFV) is referred to the technology in which softwarized
network functions virtually run on commodity servers. Such functions are called virtual …
network functions virtually run on commodity servers. Such functions are called virtual …
Optimal resource allocation in sdn/nfv-enabled networks via deep reinforcement learning
Software-Defined Networking (SDN) and Network Functions Virtualization (NFV) are two
emerging paradigms that enable the feasible and scalable deployment of Virtual Network …
emerging paradigms that enable the feasible and scalable deployment of Virtual Network …
Deep Q-learning for dynamic reliability aware NFV-based service provisioning
HR Khezri, PA Moghadam, MK Farshbafan… - arXiv preprint arXiv …, 2018 - arxiv.org
Network function virtualization (NFV) is referred to the technology in which softwarized
network functions virtually run on commodity servers. Such functions are called virtual …
network functions virtually run on commodity servers. Such functions are called virtual …
[HTML][HTML] Edge intelligence for service function chain deployment in NFV-enabled networks
MA Khoshkholghi, T Mahmoodi - Computer Networks, 2022 - Elsevier
With evolution of network function virtualization (NFV), network services can be provided as
service function chains (SCs), each consisting of multiple virtual network functions (VNFs) …
service function chains (SCs), each consisting of multiple virtual network functions (VNFs) …
DRL-D: Revenue-aware online service function chain deployment via deep reinforcement learning
Network function virtualization (NFV) is a promising paradigm where network functions are
migrated from dedicated hardware appliances onto software middleboxes to promote …
migrated from dedicated hardware appliances onto software middleboxes to promote …
Multiagent deep-reinforcement-learning-based virtual resource allocation through network function virtualization in Internet of Things
Resource allocation is a significant task in the emerging area of Internet of Things (IoT). IoT
devices are usually low-cost devices with limited computational power and capabilities for …
devices are usually low-cost devices with limited computational power and capabilities for …
Deep reinforcement learning for demand-aware joint VNF placement-and-routing
One main challenge facing the deployment of the network function virtualization is the
resource allocation on demand. As the primary stage of the resource allocation, the effective …
resource allocation on demand. As the primary stage of the resource allocation, the effective …
Delay-aware NFV resource allocation with deep reinforcement learning
N Yuan, W He, J Shen, X Qiu, S Guo… - NOMS 2020-2020 IEEE …, 2020 - ieeexplore.ieee.org
Network Function Virtualization (NFV) can support flexible services provisioning in form of
Service Function Chains (SFCs) consisting of ordered Virtual Network Functions (VNFs) …
Service Function Chains (SFCs) consisting of ordered Virtual Network Functions (VNFs) …