Cloud–edge collaborative SFC mapping for industrial IoT using deep reinforcement learning
S Xu, Y Li, S Guo, C Lei, D Liu… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
The industrial Internet of Things (IIoT) and 5G have been served as the key elements to
support the reliable and efficient operation of Industry 4.0. By integrating burgeoning …
support the reliable and efficient operation of Industry 4.0. By integrating burgeoning …
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 …
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 …
AI-enhanced offloading in edge computing: When machine learning meets industrial IoT
W Sun, J Liu, Y Yue - IEEE Network, 2019 - ieeexplore.ieee.org
The Industrial Internet of Things (IIoT) enables intelligent industrial operations by
incorporating artificial intelligence (AI) and big data technologies. An AI-enabled framework …
incorporating artificial intelligence (AI) and big data technologies. An AI-enabled framework …
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 …
Deep reinforcement learning based cooperative partial task offloading and resource allocation for IIoT applications
The Industrial Internet of Things (IIoT) has been regarded as one of the pillars supporting the
conceptual paradigm of the Industry 4.0. Compared with traditional cloud computing …
conceptual paradigm of the Industry 4.0. Compared with traditional cloud computing …
Trusted cloud-edge network resource management: DRL-driven service function chain orchestration for IoT
S Guo, Y Dai, S Xu, X Qiu, F Qi - IEEE Internet of Things Journal, 2019 - ieeexplore.ieee.org
Private and public networks sharing resources for Internet of Things (IoT) network through
network function virtualization (NFV) and software-defined networking (SDN) forms a …
network function virtualization (NFV) and software-defined networking (SDN) forms a …
Dynamic service function chain embedding for NFV-enabled IoT: A deep reinforcement learning approach
The Internet of things (IoT) is becoming more and more flexible and economical with the
advancement in information and communication technologies. However, IoT networks will …
advancement in information and communication technologies. However, IoT networks will …
Service function chaining in industrial Internet of Things with edge intelligence: A natural actor-critic approach
J Li, R Wang, K Wang - IEEE Transactions on Industrial …, 2022 - ieeexplore.ieee.org
Owing to network function virtualization (NFV), each industrial application is constructed as a
service function chain (SFC), concatenating the ordered service functions, to offer …
service function chain (SFC), concatenating the ordered service functions, to offer …
Priority-aware resource management for adaptive service function chaining in real-time intelligent IoT services
The growth of the Internet of Things (IoT) in various mission-critical applications generates
service heterogeneity with different priority labels. A set of virtual network function (VNF) …
service heterogeneity with different priority labels. A set of virtual network function (VNF) …