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Secure Hardware Performance Analysis in Virtualized Cloud Environment
Joint Authors
Source
Mathematical Problems in Engineering
Issue
Vol. 2013, Issue 2013 (31 Dec. 2013), pp.1-9, 9 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2013-06-25
Country of Publication
Egypt
No. of Pages
9
Main Subjects
Abstract EN
The main obstacle in mass adoption of cloud computing for database operations is the data security issue.
In this paper, it is shown that IT services particularly in hardware performance evaluation in virtual machine can be accomplished effectively without IT personnel gaining access to real data for diagnostic and remediation purposes.
The proposed mechanisms utilized TPC-H benchmark to achieve 2 objectives.
First, the underlying hardware performance and consistency is supervised via a control system, which is constructed using a combination of TPC-H queries, linear regression, and machine learning techniques.
Second, linear programming techniques are employed to provide input to the algorithms that construct stress-testing scenarios in the virtual machine, using the combination of TPC-H queries.
These stress-testing scenarios serve 2 purposes.
They provide the boundary resource threshold verification to the first control system, so that periodic training of the synthetic data sets for performance evaluation is not constrained by hardware inadequacy, particularly when the resources in the virtual machine are scaled up or down which results in the change of the utilization threshold.
Secondly, they provide a platform for response time verification on critical transactions, so that the expected Quality of Service (QoS) from these transactions is assured.
American Psychological Association (APA)
Tan, Chee-Heng& Teh, Ying-Wah. 2013. Secure Hardware Performance Analysis in Virtualized Cloud Environment. Mathematical Problems in Engineering،Vol. 2013, no. 2013, pp.1-9.
https://search.emarefa.net/detail/BIM-1010340
Modern Language Association (MLA)
Tan, Chee-Heng& Teh, Ying-Wah. Secure Hardware Performance Analysis in Virtualized Cloud Environment. Mathematical Problems in Engineering No. 2013 (2013), pp.1-9.
https://search.emarefa.net/detail/BIM-1010340
American Medical Association (AMA)
Tan, Chee-Heng& Teh, Ying-Wah. Secure Hardware Performance Analysis in Virtualized Cloud Environment. Mathematical Problems in Engineering. 2013. Vol. 2013, no. 2013, pp.1-9.
https://search.emarefa.net/detail/BIM-1010340
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1010340