A predictive control approach for energy-aware consolidation of virtual machines in cloud computing (Contributo in atti di convegno)

Type

• Contributo in atti di convegno (Classe)
• Prodotto della ricerca (Classe)

Label

• A predictive control approach for energy-aware consolidation of virtual machines in cloud computing (Contributo in atti di convegno) (literal)

Anno

• 2014-01-01T00:00:00+01:00 (literal)

Alternative label

• M. Gaggero; L. Caviglione (2014)
  A predictive control approach for energy-aware consolidation of virtual machines in cloud computing
  in 53rd IEEE Conference on Decision and Control, Los Angeles (USA), 15-17 December 2014
  (literal)

Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#autori

• M. Gaggero; L. Caviglione (literal)

Pagina inizio

• 5308 (literal)

Pagina fine

• 5313 (literal)

Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#affiliazioni

• 1. Institute of Intelligent Systems for Automation (ISSIA), National Research Council of Italy, I-16149 Genoa 2. Institute of Intelligent Systems for Automation (ISSIA), National Research Council of Italy, I-16149 Genoa (literal)

Titolo

• A predictive control approach for energy-aware consolidation of virtual machines in cloud computing (literal)

Abstract

• The widespread diffusion of Infrastructure-as-a- Service and cloud computing paradigms requires large-scale data centers with thousands of running nodes and high energy demands, thus causing relevant economical and environmental costs. In this perspective, the paper presents an energy-aware consolidation strategy based on predictive control, in which virtual machines are migrated among nodes to reduce the number of active units. To describe a general cloud infras- tructure, a discrete-time dynamic model is presented together with constraints. The migration strategies of virtual machines are obtained by solving finite-horizon optimal control problems involving integer variables. To reduce the computational effort, approximate solutions are searched for via Monte Carlo opti- mization. Besides power savings, the proposed method allows one to reduce violations of the service level agreement and aggressive on/off cycles of nodes. To showcase the effectiveness of the proposed approach, preliminary simulation results are provided. (literal)

Editore

• IEEE - Institute of Electrical and Electronics Engineers (Editore)

Prodotto di

• Monitoraggio, Controllo e ottimizzazione di impianti e sistemi complessi (SP.P06.010.001) (Modulo)
• Applicazioni di telecomunicazioni per sistemi complessi e intelligenti (SP.P06.010.002) (Modulo)
• Institute of intelligent systems for automation (ISSIA) (Istituto)

Autore CNR

• MAURO GAGGERO (Persona)
• LUCA CAVIGLIONE (Unità di personale interno)

Incoming links:

Prodotto

• Institute of intelligent systems for automation (ISSIA) (Istituto)
• Monitoraggio, Controllo e ottimizzazione di impianti e sistemi complessi (SP.P06.010.001) (Modulo)
• Applicazioni di telecomunicazioni per sistemi complessi e intelligenti (SP.P06.010.002) (Modulo)

Autore CNR di

• LUCA CAVIGLIONE (Unità di personale interno)
• MAURO GAGGERO (Persona)

Editore di

• IEEE - Institute of Electrical and Electronics Engineers (Editore)