A deep reinforcement learning-based algorithm for reliability-aware multi-domain service deployment in smart ecosystems
The transition towards full network virtualization will see services for smart ecosystems
including smart metering, healthcare and transportation among others, being deployed as …
including smart metering, healthcare and transportation among others, being deployed as …
Drl-deploy: adaptive service function chains deployment with deep reinforcement learning
X Wei, Y Sheng, L Li, C Zhou - 2021 IEEE Intl Conf on Parallel …, 2021 - ieeexplore.ieee.org
With the development of software-defined networking (SDN) and network function
virtualization (NFV), the service function chain (SFC) has become a popular paradigm for …
virtualization (NFV), the service function chain (SFC) has become a popular paradigm for …
Dynamic service function chain orchestration for NFV/MEC-enabled IoT networks: A deep reinforcement learning approach
Y Liu, H Lu, X Li, Y Zhang, L Xi… - IEEE Internet of Things …, 2020 - ieeexplore.ieee.org
Network function virtualization (NFV) and mobile-edge computing (MEC) have been
introduced by Internet service providers (ISPs) to deal with various challenges, which hinder …
introduced by Internet service providers (ISPs) to deal with various challenges, which hinder …
Dynamic decomposition of service function chain using a deep reinforcement learning approach
The Internet of Things (IoT) universe will continue to expand with the advent of the sixth
generation of mobile networks (6G), which is expected to support applications and services …
generation of mobile networks (6G), which is expected to support applications and services …
Ruledrl: Reliability-aware SFC provisioning with bounded approximations in dynamic environments
As a key enabling technology for 5G, network function virtualization abstracts services into
software-based service function chains (SFCs), facilitating mission-critical services with high …
software-based service function chains (SFCs), facilitating mission-critical services with high …
A machine learning approach for service function chain embedding in cloud datacenter networks
TJ Wassing, D De Vleeschauwer… - 2021 IEEE 10th …, 2021 - ieeexplore.ieee.org
Network Functions Virtualization (NFV) is an industry effort to replace traditional hardware
middleboxes with virtualized network functions (VNFs) running on general-build hardware …
middleboxes with virtualized network functions (VNFs) running on general-build hardware …
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 …
Towards intelligent provisioning of virtualized network functions in cloud of things: A deep reinforcement learning based approach
Cloud of Things (CoT) is an integration of Internet of Things (IoT) and cloud computing,
where Network Function Virtualization (NFV) can dynamically provide Virtualized Network …
where Network Function Virtualization (NFV) can dynamically provide Virtualized Network …
Resource provisioning in fog computing through deep reinforcement learning
The massive growth of connected devices has made traditional cloud systems inadequate to
sustain the scalability, mobility, and heterogeneous nature of the Internet of Things (oT) …
sustain the scalability, mobility, and heterogeneous nature of the Internet of Things (oT) …
DSO: An intelligent SFC orchestrator for time and resource intensive ultra dense IoT networks
M Emu, S Choudhury - ICC 2021-IEEE International …, 2021 - ieeexplore.ieee.org
Among the massive pool of Internet of Things (IoT) devices in network function virtualization
(NFV) context, the urgency for efficient service orchestration is constantly growing. The …
(NFV) context, the urgency for efficient service orchestration is constantly growing. The …