基于深度强化学习的组合优化研究进展
李凯文， 张涛， 王锐， 覃伟健， 贺惠晖， 黄鸿 - 自动化学报, 2021 - aas.net.cn
组合优化问题广泛存在于国防, 交通, 工业, 生活等各个领域, 几十年来, 传统运筹优化方法是解决
组合优化问题的主要手段, 但随着实际应用中问题规模的不断扩大, 求解实时性的要求越来越高 …
组合优化问题的主要手段, 但随着实际应用中问题规模的不断扩大, 求解实时性的要求越来越高 …
Quality of service provisioning in network function virtualization: a survey
S Mostafavi, V Hakami, M Sanaei - Computing, 2021 - Springer
Network function virtualization (NFV) is a promising paradigm for network service
provisioning which decouples the network functions from the physical infrastructure …
provisioning which decouples the network functions from the physical infrastructure …
Automated service provisioning and hierarchical SLA management in 5G systems
X Li, CF Chiasserini… - … on Network and …, 2021 - ieeexplore.ieee.org
Empowered by network softwarization, 5G systems have become the key enabler to foster
the digital transformation of the vertical industries by expanding the scope of traditional …
the digital transformation of the vertical industries by expanding the scope of traditional …
A hybrid optimization-machine learning approach for the VNF placement and chaining problem
SMA Araújo, FSH de Souza, GR Mateus - Computer Networks, 2021 - Elsevier
Abstract Virtual Network Function Placement and Chaining Problem focuses on allocation of
customers demand's on the Substrate Network. Among other factors, an optimal allocation of …
customers demand's on the Substrate Network. Among other factors, an optimal allocation of …
High availability deployment of virtual network function forwarding graph in cloud computing environments
MA Abdelaal, GA Ebrahim, WR Anis - IEEE Access, 2021 - ieeexplore.ieee.org
Network Function Virtualization (NFV) stands out quickly as a promising innovation in
telecommunication networks. It leverages the concept of cloud technology and virtualization …
telecommunication networks. It leverages the concept of cloud technology and virtualization …
A survey of VNF forwarding graph embedding in B5G/6G networks
With the development of heterogeneous network structure, dynamic user requests as well as
complex service types and applications scenarios, current networks may not accommodate …
complex service types and applications scenarios, current networks may not accommodate …
A lightweight SFC embedding framework in SDN/NFV-enabled wireless network based on reinforcement learning
J Chen, X Cheng, J Chen, H Zhang - IEEE Systems Journal, 2021 - ieeexplore.ieee.org
Network function virtualization (NFV) is considered to be a promising paradigm for reducing
network infrastructure cost. However, the mapping from network physical resources to …
network infrastructure cost. However, the mapping from network physical resources to …
Managing virtualized networks and services with machine learning
R Boutaba, N Shahriar… - … Networks and Service …, 2021 - Wiley Online Library
Virtualization is instigating a paradigm shift in the networking industry, to keep up with
emerging application's quality of service requirements, massive growth in traffic volume, and …
emerging application's quality of service requirements, massive growth in traffic volume, and …
A deep neural network-based multi-label classifier for SLA violation prediction in a latency sensitive NFV application
Recent advancements in the domain of Network Function Virtualization (NFV), and rollout of
next-generation networks have necessitated the requirement for the upkeep of latency …
next-generation networks have necessitated the requirement for the upkeep of latency …
Robust virtual network function deployment against uncertain traffic arrival rates
Network function virtualization enables service providers to flexibly provision services with
virtual network functions. Traffic uncertainty typically exists in a network, which can degrade …
virtual network functions. Traffic uncertainty typically exists in a network, which can degrade …