JOURNAL ARTICLE

AI-based Resource Prediction in Network Function Virtualization Architectures

Vincenzo EramoFrancesco ValenteFrancesco G. LavaccaTiziana Catena

Year: 2021 Journal:   2021 International Conference on Information and Communication Technology Convergence (ICTC) Vol: 10 Pages: 909-914

Abstract

The high reconfiguration time of virtualised networks led to the definition of allocation procedures based on the prediction of the processing resources required. We propose an Artificial Intelligence-based resource allocation procedure in which the use of processing resources is monitored and the resources to be allocated are accordingly predicted. We evaluate the impact on the costs of the proposed allocation procedure and show that the cost increase is limited with respect to the case of exact knowledge of the needed processing resources.

Keywords:
Computer science Resource allocation Control reconfiguration Virtualization Distributed computing Network Functions Virtualization Resource management (computing) Function (biology) Network virtualization Resource (disambiguation) Artificial neural network Artificial intelligence Cloud computing Computer network Embedded system

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Topics

Software-Defined Networks and 5G
Physical Sciences →  Computer Science →  Computer Networks and Communications
Cloud Computing and Resource Management
Physical Sciences →  Computer Science →  Information Systems
Network Security and Intrusion Detection
Physical Sciences →  Computer Science →  Computer Networks and Communications
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