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Reseach Article

Load Balancing in Cluster System using Entropy Value

by Pratibha S. Yalagi, Mitali M. Mohire, Sulabha S. Apte
International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 135 - Number 4
Year of Publication: 2016
Authors: Pratibha S. Yalagi, Mitali M. Mohire, Sulabha S. Apte
10.5120/ijca2016908319

Pratibha S. Yalagi, Mitali M. Mohire, Sulabha S. Apte . Load Balancing in Cluster System using Entropy Value. International Journal of Computer Applications. 135, 4 ( February 2016), 26-32. DOI=10.5120/ijca2016908319

@article{ 10.5120/ijca2016908319,
author = { Pratibha S. Yalagi, Mitali M. Mohire, Sulabha S. Apte },
title = { Load Balancing in Cluster System using Entropy Value },
journal = { International Journal of Computer Applications },
issue_date = { February 2016 },
volume = { 135 },
number = { 4 },
month = { February },
year = { 2016 },
issn = { 0975-8887 },
pages = { 26-32 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume135/number4/24039-2016908319/ },
doi = { 10.5120/ijca2016908319 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T23:34:51.253428+05:30
%A Pratibha S. Yalagi
%A Mitali M. Mohire
%A Sulabha S. Apte
%T Load Balancing in Cluster System using Entropy Value
%J International Journal of Computer Applications
%@ 0975-8887
%V 135
%N 4
%P 26-32
%D 2016
%I Foundation of Computer Science (FCS), NY, USA
Abstract

In a clustered system, the general problems in load balancing are: ill-planned task allocation, poor performance, long response time, and low throughput. The work focuses on a novel algorithm of load balancing, which is based on the entropy value for both wired and wireless connections. To improve the performance of a system the scheduling and migration policy are calculated on entropy value. The factors like the configuration of server and client, benchmark performance, time of communication between client and server systems and the system speed are considered. This novel algorithm is compared with traditional algorithm, like Round robin and the results shows that the time of execution reduces and the system performance is increased.

References
  1. Mitali Mohire and Pratibha Yalagi “A Novel Algorithm based on the change in entropy value for load balancing in cluster system”, IJSR volume 7 issue 4(2015).
  2. A. M. I. Mohammed and X. D. Lu “Performance of dynamic load balancing algorithm on cluster of workstations and PCs”, in year 2002.
  3. “A Load Balancing Algorithm based on the Variation Trend of Entropy in Homogeneous Cluster”, International Journal of Grid and Distributed Computing, pp.11-20, in year(2014)
  4. Z. H. Liu and X. L. Wang, “Load balancing algorithm with genetic algorithm in virtual machines of cloud computing”, Journal of Fuzhou University(Natural Science Edition), vol. 4, no. 40, (2012).
  5. S. C. Chauu and W. C. F. Ada, “Load balancing between computing clusters”, Proceedings of the 4th International Conference on Parallel and Distributed Computing, Beijing, China, (2003)
  6. H. Y. Sun, W. X. Xie and X. Yang, “A Load balancing algorithm based on Parallel computing entropy in HPC”, Journal of Shenzhen University Science and Engineering, vol. 1, no. 24, (2007).
  7. A. Heirich, “Analysis of Scalable Algorithms for Dynamic Load Balancing and Mapping with Application to Photo-realistic Rendering”, Caltech, Pasadena, (1998).
  8. H. Zhou and S. X. Luo, “The Computer Cluster and the Parallel Computer Environment based on the Networks”, Computing Techniques for Geophysical and Geochemical Exploration, vol. 4, no. 23, (2001).
  9. Siu-Cheung Chau, Ada wie-chee fu, "Load Balancing between Heterogeneous Computing Clusters” in National Sciences and Engineering Research Council of Canada. .
  10. Vatsal Shah , Kanu Patel, ”Load Balancing algorithm by Process Migration in Distributed Operating System”, in year 2012.
  11. Jiani Guo, Laxmi Narayan Bhuyan,” Load Balancing in a Cluster-Based Web Server for Multimedia Applications”, in year 2006.
  12. J. Uma, V. Ramasamy, A. Kaleeswaran “Load Balancing Algorithms in Cloud Computing Environment -A Methodical Comparison “http://ijarcet.org/wp-content/uploads/IJARCET-VOL-3-ISSUE-2-272-275.pdf
  13. Purnima Shah, S. M. Shah ”Load Balancing in Distributed System using Genetic Algorithm”, IJCA
  14. Kousik Dasgupta, Brototi Mandal “A Genetic Algorithm based Load balancing strategy for cloud computing”, Science Direct.
  15. Nusrat Pasha, Dr. Amit Agarwa “Round Robin Approach for VM Load Balancing Algorithm in Cloud Computing Environment”, IJARCSSE volume4, May 2014.
Index Terms

Computer Science
Information Sciences

Keywords

Load balancing entropy value calculation clustered system.