DRL-QOR: Deep reinforcement learning-based QoS/QoE-aware adaptive online orchestration in NFV-enabled networks

J Chen, J Chen, H Zhang - IEEE Transactions on Network and …, 2021 - ieeexplore.ieee.org
Faced with fluctuating network traffic and unknown underlying network traffic dynamics,
developing an effective orchestration model with low network cost is still a critical issue in …

Intelligent VNF orchestration and flow scheduling via model-assisted deep reinforcement learning

L Gu, D Zeng, W Li, S Guo… - IEEE Journal on …, 2019 - ieeexplore.ieee.org
Hosting virtualized network functions (VNF) has been regarded as an effective way to realize
network function virtualization (NFV). Considering the cost diversity in cloud computing, from …

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 …

Online service provisioning in NFV-enabled networks using deep reinforcement learning

A Nouruzi, A Zakeri, MR Javan, N Mokari… - … on Network and …, 2022 - ieeexplore.ieee.org
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 …

Management and orchestration of virtual network functions via deep reinforcement learning

JSP Roig, DM Gutierrez-Estevez… - IEEE Journal on …, 2019 - ieeexplore.ieee.org
Management and orchestration (MANO) of resources by virtual network functions (VNFs)
represents one of the key challenges towards a fully virtualized network architecture as …

NFVdeep: Adaptive online service function chain deployment with deep reinforcement learning

Y Xiao, Q Zhang, F Liu, J Wang, M Zhao… - Proceedings of the …, 2019 - dl.acm.org
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 …

Scalable orchestration of service function chains in NFV-enabled networks: A federated reinforcement learning approach

H Huang, C Zeng, Y Zhao, G Min, Y Zhu… - IEEE Journal on …, 2021 - ieeexplore.ieee.org
Network function virtualization (NFV) is critical to the scalability and flexibility of various
network services in the form of service function chains (SFCs), which refer to a set of Virtual …

Optimal resource allocation in sdn/nfv-enabled networks via deep reinforcement learning

J Su, S Nair, L Popokh - 2022 IEEE Ninth International …, 2022 - ieeexplore.ieee.org
Software-Defined Networking (SDN) and Network Functions Virtualization (NFV) are two
emerging paradigms that enable the feasible and scalable deployment of Virtual Network …

Multiagent reinforcement-learning-aided service function chain deployment for internet of things

Y Zhu, H Yao, T Mai, W He, N Zhang… - IEEE Internet of Things …, 2022 - ieeexplore.ieee.org
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 …

Proactive VNF provisioning with multi-timescale cloud resources: Fusing online learning and online optimization

X Zhang, C Wu, Z Li, FCM Lau - IEEE INFOCOM 2017-IEEE …, 2017 - ieeexplore.ieee.org
Network Function Virtualization (NFV) represents a new paradigm of network service
provisioning. NFV providers acquire cloud resources, install virtual network functions …