Two Are Better Than One: An Algorithm Portfolio Approach to Cloud Resource Management - Service-Oriented and Cloud Computing Access content directly
Conference Papers Year : 2017

Two Are Better Than One: An Algorithm Portfolio Approach to Cloud Resource Management

Abstract

Several different algorithms have been proposed in recent years for the dynamic optimization of resource allocation in virtualized data centers. The proposed methods range from fast and simple heuristics to exact algorithms that yield optimal results but take much longer. This paper suggests an algorithm portfolio approach in which multiple algorithms coexist. Based on continual monitoring and analysis of the state of the data center, the optimization algorithm that is most suitable is chosen on the fly. This way, the balance between optimization quality and reaction time can be tuned adaptively. Empirical results show that this approach leads to improved overall results.
Fichier principal
Vignette du fichier
449571_1_En_8_Chapter.pdf (2.33 Mo) Télécharger le fichier
Origin : Files produced by the author(s)
Loading...

Dates and versions

hal-01677616 , version 1 (08-01-2018)

Licence

Attribution

Identifiers

Cite

Zoltán Ádám Mann. Two Are Better Than One: An Algorithm Portfolio Approach to Cloud Resource Management. 6th European Conference on Service-Oriented and Cloud Computing (ESOCC), Sep 2017, Oslo, Norway. pp.93-108, ⟨10.1007/978-3-319-67262-5_8⟩. ⟨hal-01677616⟩
43 View
74 Download

Altmetric

Share

Gmail Facebook X LinkedIn More