Cloud technologies can nowadays be considered as commodities. The possibility of getting access to storage, computing and networking virtual resources empowers any business that needs dynamic IT capabilities. The Cloud Management Broker (CMB) plays a crucial role to handle heterogeneous virtualized cloud resources in order to offer a unique set of interfaces to the cloud users. Moreover, the CMB is in charge of optimizing the usage of the cloud resources, satisfying the requirements declared by the users. This paper proposes a novel multi-cloud resource allocation algorithm, based on a Markov Decision Process (MDP), capable of dynamically assigning the resources requests to a set of IT resources (storage or computing resources), with the aim of maximizing the expected CMB revenue. Simulation results show the feasibility and the higher performances obtained by the proposed algorithm, compared to a greedy approach. © 2013 IEEE.

A resource allocation algorithm of multi-cloud resources based on Markov Decision Process / Oddi, Guido; Panfili, Martina; Pietrabissa, Antonio; Zuccaro, Letterio; Suraci, Vincenzo. - ELETTRONICO. - 1:(2013), pp. 130-135. ((Intervento presentato al convegno 5th IEEE International Conference on Cloud Computing Technology and Science, CloudCom 2013 tenutosi a Bristol, United Kingdom nel 2 December 2013 through 5 December 2013 [10.1109/cloudcom.2013.24].

A resource allocation algorithm of multi-cloud resources based on Markov Decision Process

ODDI, GUIDO;PANFILI, MARTINA;PIETRABISSA, Antonio;ZUCCARO, LETTERIO;SURACI, VINCENZO
2013

Abstract

Cloud technologies can nowadays be considered as commodities. The possibility of getting access to storage, computing and networking virtual resources empowers any business that needs dynamic IT capabilities. The Cloud Management Broker (CMB) plays a crucial role to handle heterogeneous virtualized cloud resources in order to offer a unique set of interfaces to the cloud users. Moreover, the CMB is in charge of optimizing the usage of the cloud resources, satisfying the requirements declared by the users. This paper proposes a novel multi-cloud resource allocation algorithm, based on a Markov Decision Process (MDP), capable of dynamically assigning the resources requests to a set of IT resources (storage or computing resources), with the aim of maximizing the expected CMB revenue. Simulation results show the feasibility and the higher performances obtained by the proposed algorithm, compared to a greedy approach. © 2013 IEEE.
5th IEEE International Conference on Cloud Computing Technology and Science, CloudCom 2013
markov decision process; resource allocation; call admission control; stochastic control; cloud computing; cloud broker; multi-cloud; communication networks
04 Pubblicazione in atti di convegno::04b Atto di convegno in volume
A resource allocation algorithm of multi-cloud resources based on Markov Decision Process / Oddi, Guido; Panfili, Martina; Pietrabissa, Antonio; Zuccaro, Letterio; Suraci, Vincenzo. - ELETTRONICO. - 1:(2013), pp. 130-135. ((Intervento presentato al convegno 5th IEEE International Conference on Cloud Computing Technology and Science, CloudCom 2013 tenutosi a Bristol, United Kingdom nel 2 December 2013 through 5 December 2013 [10.1109/cloudcom.2013.24].
File allegati a questo prodotto
File Dimensione Formato  
VE_2013_11573-656466.pdf

solo gestori archivio

Tipologia: Versione editoriale (versione pubblicata con il layout dell'editore)
Licenza: Tutti i diritti riservati (All rights reserved)
Dimensione 326.67 kB
Formato Adobe PDF
326.67 kB Adobe PDF   Visualizza/Apri   Richiedi una copia

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/656466
 Attenzione

Attenzione! I dati visualizzati non sono stati sottoposti a validazione da parte dell'ateneo

Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 30
  • ???jsp.display-item.citation.isi??? 22
social impact