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
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;
Conference_Titel :
Computing System Engineering (SBESC), 2011 Brazilian Symposium on
Conference_Location :
Florianopolis
Print_ISBN :
978-1-4673-0427-6
DOI :
10.1109/SBESC.2011.35