[HTML][HTML] Deep reinforcement learning for resource management on network slicing: A survey

JA Hurtado Sánchez, K Casilimas… - Sensors, 2022 - mdpi.com
Network Slicing and Deep Reinforcement Learning (DRL) are vital enablers for achieving
5G and 6G networks. A 5G/6G network can comprise various network slices from unique or …

Service function chain placement in distributed scenarios: a systematic review

GL Santos, DF Bezerra, ES Rocha, L Ferreira… - Journal of Network and …, 2022 - Springer
The network function virtualization (NFV) paradigm is an emerging technology that provides
network flexibility by allowing the allocation of network functions over commodity hardware …

Space-air-ground integrated network resource allocation based on service function chain

P Zhang, P Yang, N Kumar… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Future communication networksrequire higher bandwidth, greater coverage, and better
throughput. The Space-Air-Ground Integrated Network (SAGIN) has the advantage of wide …

Joint VNF placement and scheduling for latency-sensitive services

N Promwongsa, A Ebrahimzadeh… - … on Network Science …, 2022 - ieeexplore.ieee.org
Next-generation 6G networks are envisioned to be a key enabler for low-latency services
(eg, extended reality, remote surgery), which cannot be potentially realized by currently …

SAP: Subchain-aware NFV service placement in mobile edge cloud

TV Doan, GT Nguyen, M Reisslein… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Existing Network Function Virtualization (NFV) service placements that reuse already
deployed network functions either reuse an entire Service Function Chain (SFC) or only …

An aggressive migration strategy for service function chaining in the core cloud

H Feng, Z Shu, T Taleb, Y Wang… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Service Function Chaining (SFC) is regarded as an important concept for next-generation
communication networks because it can flexibly tackle diverse usage scenarios. Due to SFC …

Fairness-aware VNF sharing and rate coordination for high efficient service scheduling

B Yi, X Wang, M Huang, SK Das… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Network service provisioning becomes flexible and programmable with the help of Network
Function Virfitualization (NFV), since NFV abstracts various service functions into software …

Fair virtual network function mapping and scheduling using proximal policy optimization

Z Kuai, T Wang, S Wang - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Network function virtualization redefines a network service as a softwarized chain of virtual
network functions (VNFs), which decouples the specific network service from dedicated …

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 …

Layer-aware containerized service orchestration in edge networks

M Dolati, SH Rastegar, A Khonsari… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Edge computing provides computational resources in the vicinity of end-users to reduce
delay compared to traditional remote clouds. However, the capacity of edge resources …