DocumentCode
61793
Title
Cooperative Virtual Machine Management in Smart Grid Environment
Author
Kaewpuang, Rakpong ; Chaisiri, Sivadon ; Niyato, Dusit ; Bu-Sung Lee ; Ping Wang
Author_Institution
Sch. of Comput. Eng., Nanyang Technol. Univ., Singapore, Singapore
Volume
7
Issue
4
fYear
2014
fDate
Oct.-Dec. 2014
Firstpage
545
Lastpage
560
Abstract
We focus on the problems of cooperative virtual machine management of cloud users in a smart grid environment. In such an environment, the cloud users can cooperate to share the available computing resources in private cloud and public cloud to reduce the total cost. To achieve an optimal and fair solution, we develop the framework composed of the virtual machine allocation, cost management, and cooperation formation models. The problem is challenging due to the uncertainties (e.g., uncertain power price and unpredictable users´ demand). Therefore, for the virtual machine allocation, we develop the stochastic programming model to obtain the optimal solutions of virtual machines to be hosted in the local data center, to be hosted on the public cloud servers, or to be migrated to the data centers of other cooperative cloud users. Then, among cooperative cloud users, the cost management is formulated as the coalitional game whose fair share of the total cost is obtained as the Shapley value. Next, given that the cloud users are rational, we formulate the cooperation formation as the network formation game to analyze the stability of the cooperation. In the experiment, we evaluate our proposed framework with real trace data. The results clearly show that the cooperative virtual machine management can achieve the minimum total cost of cloud users compared with expected value and worst case formulations.
Keywords
cloud computing; computer centres; cost reduction; file servers; game theory; power engineering computing; resource allocation; smart power grids; stochastic programming; virtual machines; Shapley value; cloud users; coalitional game; cooperation formation; cooperation formation models; cooperation stability; cooperative virtual machine management; cost management; local data center; network formation game; private cloud; public cloud; smart grid environment; stochastic programming model; total cost reduction; virtual machine allocation; Cloud computing; Computational modeling; Game theory; Resource management; Smart grids; Virtual machining; Cloud computing; benders decomposition; game theory; smart grid; stochastic programming; virtual machine;
fLanguage
English
Journal_Title
Services Computing, IEEE Transactions on
Publisher
ieee
ISSN
1939-1374
Type
jour
DOI
10.1109/TSC.2013.37
Filename
6571195
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