Deep reinforcement learning for topology-aware VNF resource prediction in NFV environments
Network Function Virtualisation (NFV) has emerged as a key paradigm in network
softwarisation, enabling virtualisation in future generation networks. Once deployed, the …
softwarisation, enabling virtualisation in future generation networks. Once deployed, the …
Distributed orchestration of service function chains for edge intelligence in the industrial internet of things
Network virtualization techniques are promising to overcome the obstacle of applying and
expanding costly traditional networks in the industrial Internet of things (IIoT). Artificial …
expanding costly traditional networks in the industrial Internet of things (IIoT). Artificial …
Multiagent reinforcement-learning-aided service function chain deployment for internet of things
Nowadays, the compelling applications of the Internet of Things (IoT) bring unexpected
economic benefits to our daily lives. But at the same time, it also poses huge challenges to …
economic benefits to our daily lives. But at the same time, it also poses huge challenges to …
Deep q-networks based auto-scaling for service function chaining
Network function virtualization (NFV) is a key technology of the 5G network era. NFV
decouples a network function from proprietary hardware so that the network function can …
decouples a network function from proprietary hardware so that the network function can …
Single and multi-domain adaptive allocation algorithms for VNF forwarding graph embedding
Network function virtualization (NFV) will simplify deployment and management of network
and telecommunication services. NFV provides flexibility by virtualizing the network …
and telecommunication services. NFV provides flexibility by virtualizing the network …
Optimized IoT service chain implementation in edge cloud platform: a deep learning framework
Internet of Things (IoT) services have been implemented for several network applications
from smart cities to rural areas. However, there are many barriers to provide an efficient …
from smart cities to rural areas. However, there are many barriers to provide an efficient …
Joint optimization of service chain graph design and mapping in NFV-enabled networks
Abstract Network Function Virtualization (NFV) is an emerging approach to serve diverse
demands of network services by decoupling network functions and dedicated network …
demands of network services by decoupling network functions and dedicated network …
Knowledge defined networks on the edge for service function chaining and reactive traffic steering
Emerging technologies such as network function virtualization and software-defined
networking (SDN) have made a phenomenal breakthrough in network management by …
networking (SDN) have made a phenomenal breakthrough in network management by …
Efficient provision of service function chains in overlay networks using reinforcement learning
Software-Defined Networking (SDN) and Network Functions Virtualization (NFV)
technologies facilitate deploying Service Function Chains (SFCs) at clouds in efficiency and …
technologies facilitate deploying Service Function Chains (SFCs) at clouds in efficiency and …
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 …