DocumentCode :
652593
Title :
A Parallel Hybrid Evolutionary Algorithm for the Optimization of Broker Virtual Machines Subletting in Cloud Systems
Author :
Iturriaga, Santiago ; Nesmachnow, Sergio ; Dorronsoro, Bernabe ; Talbi, El-Ghazali ; Bouvry, Pascal
Author_Institution :
Univ. de la Repablica, Montevideo, Uruguay
fYear :
2013
fDate :
28-30 Oct. 2013
Firstpage :
594
Lastpage :
599
Abstract :
This article presents a new parallel hybrid evolutionary algorithm to solve the problem of virtual machines subletting in cloud systems. The problem deals with the efficient allocation of a set of virtual machine requests from customers into available pre-booked resources from a cloud broker, in order to maximize the broker profit. The proposed parallel algorithm uses a distributed subpopulations model, and a Simulated Annealing operator. The experimental evaluation analyzes the profit and make span results of the proposed methods over a set of problem instances that account for realistic workloads and scenarios using real data from cloud providers. A comparison with greedy heuristics indicates that the proposed method is able to compute solutions with up to 133.8% improvement in the profit values, while accounting for accurate make span results.
Keywords :
cloud computing; evolutionary computation; greedy algorithms; parallel algorithms; simulated annealing; virtual machines; broker virtual machines; cloud providers; cloud systems; distributed subpopulations model; greedy heuristics; parallel hybrid evolutionary algorithm; pre-booked resources; simulated annealing operator; Algorithm design and analysis; Cloud computing; Evolutionary computation; Optimization; Sociology; Statistics; Virtual machining; cloud computing; parallel evolutionary algorithms; scheduling;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
P2P, Parallel, Grid, Cloud and Internet Computing (3PGCIC), 2013 Eighth International Conference on
Conference_Location :
Compiegne
Type :
conf
DOI :
10.1109/3PGCIC.2013.103
Filename :
6681297
Link To Document :
بازگشت