DocumentCode :
267072
Title :
Executing Bag of Distributed Tasks on the Cloud: Investigating the Trade-Offs between Performance and Cost
Author :
Long Thai ; Varghese, Blesson ; Barker, Adam
Author_Institution :
Sch. of Comput. Sci., Univ. of St. Andrews, St. Andrews, UK
fYear :
2014
fDate :
15-18 Dec. 2014
Firstpage :
400
Lastpage :
407
Abstract :
Bag of Distributed Tasks (BoDT) can benefit from decentralised execution on the Cloud. However, there is a trade-off between the performance that can be achieved by employing a large number of Cloud VMs for the tasks and the monetary constraints that are often placed by a user. The research reported in this paper is motivated towards investigating this trade-off so that an optimal plan for deploying BoDT applications on the cloud can be generated. A heuristic algorithm, which considers the user´s preference of performance and cost is proposed and implemented. The feasibility of the algorithm is demonstrated by generating execution plans for a sample application. The key result is that the algorithm generates optimal execution plans for the application over 91% of the time.
Keywords :
cloud computing; costing; virtual machines; BoDT; bag of distributed task execution; cloud VM; decentralised execution; execution plan generation; heuristic algorithm; monetary constraints; performance-cost trade-off; Cloud computing; Data transfer; Distributed databases; Equations; Heuristic algorithms; Mathematical model; Prediction algorithms;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Cloud Computing Technology and Science (CloudCom), 2014 IEEE 6th International Conference on
Conference_Location :
Singapore
Type :
conf
DOI :
10.1109/CloudCom.2014.29
Filename :
7037695
Link To Document :
بازگشت