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DOI: 10.14569/IJACSA.2016.070643
PDF

Resource Utilization in Cloud Computing as an Optimization Problem

Author 1: Ala'a Al-Shaikh
Author 2: Hebatallah Khattab
Author 3: Ahmad Sharieh
Author 4: Azzam Sleit

International Journal of Advanced Computer Science and Applications(IJACSA), Volume 7 Issue 6, 2016.

  • Abstract and Keywords
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Abstract: In this paper, an algorithm for resource utilization problem in cloud computing based on greedy method is presented. A privately-owned cloud that provides services to a huge number of users is assumed. For a given resource, hundreds or thousands of requests accumulate over time to use that resource by different users worldwide via the Internet. A prior knowledge of the requests to use that resource is also assumed. The main concern is to find the best utilization schedule for a given resource in terms of profit obtained by utilizing that resource, and the number of time slices during which the resource will be utilized. The problem is proved to be an NP-Complete problem. A greedy algorithm is proposed and analyzed in terms of its runtime complexity. The proposed solution is based on a combination of the 0/1 Knapsack problem and the activity-selection problem. The algorithm is implemented using Java. Results show good performance with a runtime complexity O((F-S)nLogn)

Keywords: Activity Selection; NP-Complete; Optimization Problem; Resource Utilization; 0/1 Knapsack

Ala'a Al-Shaikh, Hebatallah Khattab, Ahmad Sharieh and Azzam Sleit, “Resource Utilization in Cloud Computing as an Optimization Problem” International Journal of Advanced Computer Science and Applications(IJACSA), 7(6), 2016. http://dx.doi.org/10.14569/IJACSA.2016.070643

@article{Al-Shaikh2016,
title = {Resource Utilization in Cloud Computing as an Optimization Problem},
journal = {International Journal of Advanced Computer Science and Applications},
doi = {10.14569/IJACSA.2016.070643},
url = {http://dx.doi.org/10.14569/IJACSA.2016.070643},
year = {2016},
publisher = {The Science and Information Organization},
volume = {7},
number = {6},
author = {Ala'a Al-Shaikh and Hebatallah Khattab and Ahmad Sharieh and Azzam Sleit}
}



Copyright Statement: This is an open access article licensed under a Creative Commons Attribution 4.0 International License, which permits unrestricted use, distribution, and reproduction in any medium, even commercially as long as the original work is properly cited.

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