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An Intelligent Approach to Allocating Resources within an Agent-Based Cloud Computing Platform

Authors :
Fernando De la Prieta
Sara Rodríguez-González
Pablo Chamoso
Yves Demazeau
Juan Manuel Corchado
Source :
Applied Sciences, Vol 10, Iss 12, p 4361 (2020)
Publication Year :
2020
Publisher :
MDPI AG, 2020.

Abstract

The cloud computing paradigm has the ability to adapt to new technologies and provide consistent cloud services. These features have led to the widespread use of the paradigm, making it necessary for the underlying computer infrastructure to cope with the increased demand and the high number of end users. Platforms often use classical mathematical models for this purpose, helping assign computational resources to the services provided to the final user. Although this kind of model is valid and widespread, it can be refined through intelligent techniques. Therefore, this research presents a novel system consisting of a multi-agent system, which integrates a case-based reasoning system. The resulting system dynamically allocates resources within a cloud computing platform. This approach, which is distributed and scalable, can learn from previous experiences and produce better results in each resource allocation. A model of the system has been implemented and tested on a real cloud platform with successful results.

Details

Language :
English
ISSN :
20763417
Volume :
10
Issue :
12
Database :
Directory of Open Access Journals
Journal :
Applied Sciences
Publication Type :
Academic Journal
Accession number :
edsdoj.81a947892d914f76ba17455f2dfca3d0
Document Type :
article
Full Text :
https://doi.org/10.3390/app10124361