[PDF][PDF] 结合深度强化学习的边缘计算网络服务功能链时延优化部署方法

孙春霞, 杨丽, 王小鹏, 龙良 - 电子与信息学报, 2024 - jeit.ac.cn
该文针对边缘网络资源受限且对业务流端到端时延容忍度低的问题, 结合深度强化学习与基于时
延的Dijkstra 寻路算法提出一种面向时延优化的服务功能链(SFC) 部署方法. 首先 …

A cost and demand sensitive adjustment algorithm for service function chain in data center network

Y Wang, Z Shu, S Chen, J Lin, Z Zhang - Computer Networks, 2024 - Elsevier
Abstract The introduction of Network Function Virtualization (NFV) and Software-Defined
Network (SDN) architectures has significantly reduced the Operational Expenditure (OPEX) …

Low-latency Virtual Network function Scheduling Algorithm Based on Deep Reinforcement Learning

Z Liu, Z Shu, S Chen, Y Zhong, J Lin - Computer Networks, 2024 - Elsevier
This paper addresses the problem of mapping, scheduling, and routing of virtual network
functions (VNF) on a service function chain (SFC) that is sensitive to latency in a virtual …

Jointly Optimized Placement of Application VM and VNF in NFV Based Data Center

D Qi, R Gu - IEEE Access, 2024 - ieeexplore.ieee.org
In data centers, applications are typically deployed in a distributed manner across servers
via Virtual Machines (VMs). In order to enhance the application security and performance …

Service Function Chain Embedding Meets Machine Learning: Deep Reinforcement Learning Approach

Y Liu, J Zhang - IEEE Transactions on Network and Service …, 2024 - ieeexplore.ieee.org
With the emerge of the network function virtualization (NFV) and software-defined network
(SDN), the SDN/NFV-enabled network has been recognized as one of the most promising …

[HTML][HTML] Optimizing Placement and Scheduling for VNF by a Multi-objective Optimization Genetic Algorithm

PD Thien, F Wu, M Bekhit, A Fathalla… - International Journal of …, 2024 - Springer
Virtual network functions (VNFs) have gradually replaced the implementation of traditional
network functions. Through efficient placement, the VNF placement technology strives to …

Energy-delay-aware VNF scheduling: a reinforcement learning approach with hierarchical reward enhancement

XW Yang, XC Wu, Y Shao, G Tang - Cluster Computing, 2024 - Springer
Network functions virtualization (NFV) is a technology that virtualizes network functions into
virtual network functions (VNF) to deliver communication services. Efficient and flexible VNF …

智能电网中基于二分图匹配的网络切片资源分配算法

夏玮玮, 辛逸飞, 梁栋, 吴军, 王歆, 燕锋… - 通信学报, 2024 - infocomm-journal.com
为了解决智能电网中多类业务的服务质量需求难以同时得到满足的问题并兼顾电力终端和网络
侧经济效用, 提出了一种基于二分图匹配的网络切片资源分配算法. 针对智能电网场景中的控制 …

[PDF][PDF] Train Once Apply Anywhere: Effective Scheduling for Network Function Chains Running on FUMES

M Blöcher, N Nedderhut, P Chuprikov, R Khalili… - linwang.info
The emergence of network function virtualization has enabled network function chaining as
a flexible approach for building complex network services. However, the high degree of …