Machine learning methods for service placement: a systematic review

P Keshavarz Haddadha, MH Rezvani… - Artificial Intelligence …, 2024 - Springer
With the growth of real-time and latency-sensitive applications in the Internet of Everything
(IoE), service placement cannot rely on cloud computing alone. In response to this need …

SCHE2MA: Scalable, energy-aware, multidomain orchestration for beyond-5G URLLC services

A Dalgkitsis, LA Garrido, F Rezazadeh… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
The evolution of Software-Defined Networking (SDN) and Network Function Virtualization
(NFV) in the telecommunications industry have intensified the issues of network …

Reinforcement learning-based delay-aware path exploration of parallelized service function chains

Z Huang, D Li, C Wu, H Lu - Mathematics, 2022 - mdpi.com
The parallel processing of the service function chain (SFC) is expected to provide better low-
delay service delivery, because it breaks through the bottleneck of traditional serial …

Reinforcement learning-based cost-efficient service function chaining with CoMP zero-forcing beamforming in edge networks

K Wang, X Liu, H Zhou, D Lan, Z Gao… - Future Generation …, 2023 - Elsevier
As two promising paradigms in emerging 6G wireless systems, service function chaining
(SFC) and mobile edge computing (MEC) have attracted insensitive attentions from both …

[HTML][HTML] Towards deploying SFC with parallelized VNFs under resource demand uncertainty in mobile edge computing

K Zhang, Y Zhou, S Zhang, H Wang… - Journal of King Saud …, 2023 - Elsevier
The increasing demand in Mobile Edge Computing (MEC) networks has led to the
emergence of Network Function Virtualization (NFV) technology. Through the virtualization …

SPIDER: An availability‐aware framework for the service function chain placement in distributed scenarios

GL Santos, PT Endo, D Sadok… - Software: Practice and …, 2023 - Wiley Online Library
The network function virtualization (NFV) paradigm replaces hardware‐dependent network
functions by virtual network functions (VNFs) that can be deployed in commodity hardware …

Dependability of Network Services in the Context of NFV: A Taxonomy and State of the Art Classification

S Azadiabad, F Khendek - Journal of Network and Systems Management, 2024 - Springer
In the context of Network Function Virtualization (NFV), Network Services (NS) are realized
by interconnecting Virtual Network Functions (VNF) using Virtual Links (VL). Service …

Enhancing SFC Placement with Parallelized Functions in MEC Using Deep Reinforcement Learning

M Cao, M Wang, H Sun - IETE Journal of Research, 2024 - Taylor & Francis
This study presents an innovative architecture leveraging Deep Reinforcement Learning
(DRL) to optimize online service delivery in Mobile Edge Computing (MEC) networks. Our …

An improved resource allocation method for mapping service function chains based on A3C

W Huang, H Tian, X Zhang, M Huang, S Li… - IET …, 2024 - Wiley Online Library
Network function virtualization (NFV) technology deploys network functions as software
functions on a generalised hardware platform and provides customised network services in …

Perspective Indicators for Service Orchestration in Zero-touch network and Service Management Context

S Kopp, RM Silveira - 2024 7th International Conference on …, 2024 - ieeexplore.ieee.org
The pursuit of more efficient computer network services has propelled the development of
Zero Touch Network and Service Management (ZSM). ZSM aims to automate and simplify …