DocumentCode
743383
Title
Performance of Cloud Centers with High Degree of Virtualization under Batch Task Arrivals
Author
Khazaei, Hamzeh ; Misic, Jelena ; Misic, Vojislav
Author_Institution
Dept. of Comput. Sci., Univ. of Manitoba, Winnipeg, MB, Canada
Volume
24
Issue
12
fYear
2013
Firstpage
2429
Lastpage
2438
Abstract
In this paper, we evaluate the performance of cloud centers with high degree of virtualization and Poisson batch task arrivals. To this end, we develop an analytical model and validate it with an independent simulation model. Task service times are modeled with a general probability distribution, but the model also accounts for the deterioration of performance due to the workload at each node. The model allows for calculation of important performance indicators such as mean response time, waiting time in the queue, queue length, blocking probability, probability of immediate service, and probability distribution of the number of tasks in the system. Furthermore, we show that the performance of a cloud center may be improved if incoming requests are partitioned on the basis of the coefficient of variation of service time and batch size.
Keywords
cloud computing; computer centres; queueing theory; stochastic processes; virtualisation; Poisson batch task arrivals; batch size variation; blocking probability; cloud centers; distribution probability; general probability distribution; high virtualization degree; immediate service probability; independent simulation model; queue length; service time variation; task service times; Analytical models; Cloud computing; Computational modeling; Time factors; Virtualization; Cloud computing; performance modeling; quality of service; response time; stochastic process; virtualized environment;
fLanguage
English
Journal_Title
Parallel and Distributed Systems, IEEE Transactions on
Publisher
ieee
ISSN
1045-9219
Type
jour
DOI
10.1109/TPDS.2012.318
Filename
6378363
Link To Document