Towards Autonomous VNF Auto-scaling using Deep Reinforcement Learning-Reference-Cited by-同舟云学术

Towards Autonomous VNF Auto-scaling using Deep Reinforcement Learning

Published:2021-12-06 Issue: Volume: Page:
ISSN:
Container-title:2021 Eighth International Conference on Software Defined Systems (SDS)
language:
Short-container-title:

Author:

Soto Paola¹,De Vleeschauwer Danny²,Camelo Miguel¹,De Bock Yorick¹,De Schepper Koen³,Chang Chia-Yu³,Hellinckx Peter¹,Botero Juan F.²,Latre Steven¹

Affiliation:

1. University of Antwerp - imec, IDLab,Department of Computer Science,Antwerp,Belgium,2000

2. Universidad de Antioquia,Department of Telecommunications Engineering,Medellín,Colombia

3. Nokia Bell Labs,Antwerp,Belgium,2018

Funder

FWO

Publisher

IEEE

Link

http://xplorestaging.ieee.org/ielx7/9732059/9731847/09731854.pdf?arnumber=9731854

Reference16 articles.

1. Machine Learning-Driven Scaling and Placement of Virtual Network Functions at the Network Edges

2. Human-level control through deep reinforcement learning

3. Deep Q-Networks based Auto-scaling for Service Function Chaining

4. An adaptive scaling mechanism for managing performance variations in network functions virtualization: A case study in an NFV-based EPC

5. Machine learning-based auto-scaler for video confer-encing systems;gabriela;2021 IEEE 7th International Conference on Network Softwarization (NetSoft) NetSoft,0

Cited by 6 articles. 订阅此论文施引文献订阅此论文施引文献，注册后可以免费订阅5篇论文的施引文献，订阅后可以查看论文全部施引文献

1. Policy Compression for Low-Power Intelligent Scaling in Software-Based Network Architectures;NOMS 2024-2024 IEEE Network Operations and Management Symposium;2024-05-06

2. Resource Allocation of Multi-User Workloads in Cloud and Edge Data-Centers Using Reinforcement Learning;2023 19th International Conference on Network and Service Management (CNSM);2023-10-30

3. AutoManager: a Meta-Learning Model for Network Management from Intertwined Forecasts;IEEE INFOCOM 2023 - IEEE Conference on Computer Communications;2023-05-17

4. An ML-driven framework for edge orchestration in a vehicular NFV MANO environment;2023 IEEE 20th Consumer Communications & Networking Conference (CCNC);2023-01-08

5. Experimental Evaluation of ML Models for Dynamic VNF Autoscaling;2022 IEEE Conference on Standards for Communications and Networking (CSCN);2022-11-28