Optimized IoT service chain implementation in edge cloud platform: a deep learning framework

C Pham, DT Nguyen, NH Tran… - … on Network and …, 2021 - ieeexplore.ieee.org
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 …

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 …

Towards intelligent provisioning of virtualized network functions in cloud of things: A deep reinforcement learning based approach

B He, J Wang, Q Qi, H Sun… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
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 …

Distributed orchestration of service function chains for edge intelligence in the industrial internet of things

H Chen, S Wang, G Li, L Nie, X Wang… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Network virtualization techniques are promising to overcome the obstacle of applying and
expanding costly traditional networks in the industrial Internet of things (IIoT). Artificial …

Ensemble deep learning assisted VNF deployment strategy for next-generation IoT services

M Emu, S Choudhury - IEEE Open Journal of the Computer …, 2021 - ieeexplore.ieee.org
Due to the massive Internet of Things (IoT) connectivity and substantial growth of
communication traffic, Virtual Network Function (VNF) orchestration scheme is anticipated to …

A Review on Deep Reinforcement Learning for the management of SDN and NFV in Edge-IoT

RS Alonso, J Prieto, F de La Prieta… - 2021 IEEE …, 2021 - ieeexplore.ieee.org
The Internet of Things (IoT) represents billions of devices collecting valuable information
through different sensors to be transferred to the Cloud, where it is stored and processed to …

IoT-cloud service optimization in next generation smart environments

M Barcelo, A Correa, J Llorca, AM Tulino… - IEEE Journal on …, 2016 - ieeexplore.ieee.org
The impact of the Internet of Things (IoT) on the evolution toward next generation smart
environments (eg, smart homes, buildings, and cities) will largely depend on the efficient …

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 …

Intelligent service orchestration in edge cloud networks

E Zeydan, J Mangues-Bafalluy, Y Turk - IEEE Network, 2021 - ieeexplore.ieee.org
The surge in data traffic is challenging for network infrastructure owners coping with
stringent service requirements (eg, high bandwidth, ultralow latency) as well as shrinking …

IoT microservice deployment in edge-cloud hybrid environment using reinforcement learning

L Chen, Y Xu, Z Lu, J Wu, K Gai… - IEEE Internet of …, 2020 - ieeexplore.ieee.org
The edge-cloud hybrid environment requires complex deployment strategies to enable the
smart Internet-of-Things (IoT) system. However, current service deployment strategies use …