Applications of machine learning in networking: a survey of current issues and future challenges

MA Ridwan, NAM Radzi, F Abdullah, YE Jalil - IEEE access, 2021 - ieeexplore.ieee.org
Communication networks are expanding rapidly and becoming increasingly complex. As a
consequence, the conventional rule-based algorithms or protocols may no longer perform at …

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 …

Proactive deployment of chain-based VNF backup at the edge using online bandit learning

C Wang, Q Hu, D Yu, X Cheng - 2021 IEEE 41st International …, 2021 - ieeexplore.ieee.org
The emergence of mobile edge computing (MEC) empowers the popularity of resource-
consuming applications on edge devices, where virtual network functions (VNFs) are widely …

Graph neural network‐based virtual network function deployment optimization

HG Kim, S Park, S Lange, D Lee, D Heo… - … Journal of Network …, 2021 - Wiley Online Library
Software‐defined networking (SDN) and network function virtualization (NFV) help reduce
the operating expenditure (OPEX) and capital expenditure (CAPEX) as well as increase the …

Enabling SDN hypervisor provisioning through accurate CPU utilization prediction

N Ðerić, A Varasteh, A Van Bemten… - … on Network and …, 2021 - ieeexplore.ieee.org
Providing predictable performance to tenants is mission critical for network hypervisors. As a
hypervisor acts as an intermediary between tenants controllers and the physical …

Online control of service function chainings across geo-distributed datacenters

S Yang, F Li, Z Zhou, X Chen… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Network Function Virtualization (NFV) provides the possibility to implement complex network
functions from dedicated hardware to software instances called Virtual Network Functions …

[PDF][PDF] Network-aware video streaming for future media Internet

R Viola - 2021 - core.ac.uk
The current 5G deployment of 5G networks is bringing new network capabilities, including
enhanced mobile broadband, ultra-low latency and massive device connectivity. These …