DocumentCode
2805463
Title
Use of Neural Networks in the Management of Virtual Web Servers
Author
Monteiro, André Felipe ; Azevedo, Marcus V. ; Sztajnberg, Alexandre
Author_Institution
Postgrad. Program in Electron. Eng. - PEL, Rio de Janeiro State Univ., Rio de Janeiro, Brazil
fYear
2011
fDate
7-11 Nov. 2011
Firstpage
182
Lastpage
187
Abstract
This work proposes using a neural network with self organizing maps, to build a configuration policy, which enables the management of a supporting infrastructure for Web applications using virtual machines. The neural network classifies the cluster´s operation states to perform configuration operations adding or subtracting resources from the cluster. The overall goal is to ensure quality of service required by the application, while trying to save energy, acting efficiently on physical servers (hosts) or manipulating the VMs. The work includes a performance evaluation carried out over a system implemented based on the proposed architecture.
Keywords
Internet; configuration management; self-organising feature maps; software performance evaluation; virtual machines; virtualisation; configuration operations; configuration policy; neural networks; performance evaluation; quality of service; self organizing maps; virtual Web server management; Hardware; Monitoring; NASA; Process control; Self organizing feature maps; Virtual machine monitors; Web servers; energy saving; neural networks; virtualization;
fLanguage
English
Publisher
ieee
Conference_Titel
Computing System Engineering (SBESC), 2011 Brazilian Symposium on
Conference_Location
Florianopolis
Print_ISBN
978-1-4673-0427-6
Type
conf
DOI
10.1109/SBESC.2011.35
Filename
6114857
Link To Document