An Adaptive Deployment Algorithm for IaaS Cloud Virtual Machines Based on Q Learning Mechanism

When deploying infrastructure as a service (IaaS) cloud virtual machines using the existing algorithms, the deployment process cannot be simplified, and the algorithm is difficult to be applied. This leads to the problems of high energy consumption, high number of migrations, and high average servic...

Descripción completa

Guardado en:

Detalles Bibliográficos
Autor principal:	Shuguang Chen
Formato:	article
Lenguaje:	EN
Publicado:	Hindawi Limited 2021
Materias:	Technology (General) T1-995
Acceso en línea:	https://doaj.org/article/de0ef905e99e4506830f4a7feb4b81da
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

id	oai:doaj.org-article:de0ef905e99e4506830f4a7feb4b81da
record_format	dspace
spelling	oai:doaj.org-article:de0ef905e99e4506830f4a7feb4b81da2021-11-08T02:35:42ZAn Adaptive Deployment Algorithm for IaaS Cloud Virtual Machines Based on Q Learning Mechanism1687-726810.1155/2021/2119993https://doaj.org/article/de0ef905e99e4506830f4a7feb4b81da2021-01-01T00:00:00Zhttp://dx.doi.org/10.1155/2021/2119993https://doaj.org/toc/1687-7268When deploying infrastructure as a service (IaaS) cloud virtual machines using the existing algorithms, the deployment process cannot be simplified, and the algorithm is difficult to be applied. This leads to the problems of high energy consumption, high number of migrations, and high average service-level agreement (SLA) violation rate. In order to solve the above problems, an adaptive deployment algorithm for IaaS cloud virtual machines based on Q learning mechanism is proposed in this research. Based on the deployment principle, the deployment characteristics of the IaaS cloud virtual machines are analyzed. The virtual machine scheduling problem is replaced with the Markov process. The multistep Q learning algorithm is used to schedule the virtual machines based on the Q learning mechanism to complete the adaptive deployment of the IaaS cloud virtual machines. Experimental results show that the proposed algorithm has low energy consumption, small number of migrations, and low average SLA violation rate.Shuguang ChenHindawi LimitedarticleTechnology (General)T1-995ENJournal of Sensors, Vol 2021 (2021)
institution	DOAJ
collection	DOAJ
language	EN
topic	Technology (General) T1-995
spellingShingle	Technology (General) T1-995 Shuguang Chen An Adaptive Deployment Algorithm for IaaS Cloud Virtual Machines Based on Q Learning Mechanism
description	When deploying infrastructure as a service (IaaS) cloud virtual machines using the existing algorithms, the deployment process cannot be simplified, and the algorithm is difficult to be applied. This leads to the problems of high energy consumption, high number of migrations, and high average service-level agreement (SLA) violation rate. In order to solve the above problems, an adaptive deployment algorithm for IaaS cloud virtual machines based on Q learning mechanism is proposed in this research. Based on the deployment principle, the deployment characteristics of the IaaS cloud virtual machines are analyzed. The virtual machine scheduling problem is replaced with the Markov process. The multistep Q learning algorithm is used to schedule the virtual machines based on the Q learning mechanism to complete the adaptive deployment of the IaaS cloud virtual machines. Experimental results show that the proposed algorithm has low energy consumption, small number of migrations, and low average SLA violation rate.
format	article
author	Shuguang Chen
author_facet	Shuguang Chen
author_sort	Shuguang Chen
title	An Adaptive Deployment Algorithm for IaaS Cloud Virtual Machines Based on Q Learning Mechanism
title_short	An Adaptive Deployment Algorithm for IaaS Cloud Virtual Machines Based on Q Learning Mechanism
title_full	An Adaptive Deployment Algorithm for IaaS Cloud Virtual Machines Based on Q Learning Mechanism
title_fullStr	An Adaptive Deployment Algorithm for IaaS Cloud Virtual Machines Based on Q Learning Mechanism
title_full_unstemmed	An Adaptive Deployment Algorithm for IaaS Cloud Virtual Machines Based on Q Learning Mechanism
title_sort	adaptive deployment algorithm for iaas cloud virtual machines based on q learning mechanism
publisher	Hindawi Limited
publishDate	2021
url	https://doaj.org/article/de0ef905e99e4506830f4a7feb4b81da
work_keys_str_mv	AT shuguangchen anadaptivedeploymentalgorithmforiaascloudvirtualmachinesbasedonqlearningmechanism AT shuguangchen adaptivedeploymentalgorithmforiaascloudvirtualmachinesbasedonqlearningmechanism
_version_	1718443237358698496

An Adaptive Deployment Algorithm for IaaS Cloud Virtual Machines Based on Q Learning Mechanism

Ejemplares similares