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

被引:4
作者
De la Prieta, Fernando [1 ]
Rodriguez-Gonzalez, Sara [1 ]
Chamoso, Pablo [1 ,2 ]
Demazeau, Yves [3 ]
Corchado, Juan Manuel [1 ,2 ,4 ,5 ]
机构
[1] Univ Salamanca, BISITE Res Grp, Salamanca 37007, Spain
[2] Air Inst, IoT Digital Innovat Hub, Salamanca 37188, Spain
[3] Ctr Natl Rech Sci, Lab Informat Grenoble, Batiment IMAG 700 Ave Cent,Domaine Univ CS 40700, F-38058 Grenoble, France
[4] Osaka Inst Technol, Fac Engn, Dept Elect Informat & Commun, Osaka 5358585, Japan
[5] Univ Malaysia Kelantan, Pusat Komputeran & Informat, Karung Berkunci 36, Kota Baharu 16100, Kelantan, Malaysia
来源
APPLIED SCIENCES-BASEL | 2020年 / 10卷 / 12期
关键词
cloud computing; multi-agent systems; case-based reasoning; resource allocation; DELIBERATIVE AGENTS;
D O I
10.3390/app10124361
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
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.
引用
收藏
页数:18
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