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Cluster Formation based Comparison of Genetic Algorithm and Particle swarm Optimization Algorithm in Wireless Sensor Network

A. Garg1 , N. Batra2 , I. Taneja3 , A. Bhatnagar4 , A. Yadav5 , S. Kumar6

Section:Research Paper, Product Type: Isroset-Journal
Vol.5 , Issue.2 , pp.14-20, Apr-2017


Online published on Apr 30, 2017


Copyright © A. Garg, N. Batra, I. Taneja, A. Bhatnagar, A. Yadav, S. Kumar . This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
 

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IEEE Style Citation: A. Garg, N. Batra, I. Taneja, A. Bhatnagar, A. Yadav, S. Kumar, “Cluster Formation based Comparison of Genetic Algorithm and Particle swarm Optimization Algorithm in Wireless Sensor Network,” International Journal of Scientific Research in Computer Science and Engineering, Vol.5, Issue.2, pp.14-20, 2017.

MLA Style Citation: A. Garg, N. Batra, I. Taneja, A. Bhatnagar, A. Yadav, S. Kumar "Cluster Formation based Comparison of Genetic Algorithm and Particle swarm Optimization Algorithm in Wireless Sensor Network." International Journal of Scientific Research in Computer Science and Engineering 5.2 (2017): 14-20.

APA Style Citation: A. Garg, N. Batra, I. Taneja, A. Bhatnagar, A. Yadav, S. Kumar, (2017). Cluster Formation based Comparison of Genetic Algorithm and Particle swarm Optimization Algorithm in Wireless Sensor Network. International Journal of Scientific Research in Computer Science and Engineering, 5(2), 14-20.

BibTex Style Citation:
@article{Garg_2017,
author = {A. Garg, N. Batra, I. Taneja, A. Bhatnagar, A. Yadav, S. Kumar},
title = {Cluster Formation based Comparison of Genetic Algorithm and Particle swarm Optimization Algorithm in Wireless Sensor Network},
journal = {International Journal of Scientific Research in Computer Science and Engineering},
issue_date = {4 2017},
volume = {5},
Issue = {2},
month = {4},
year = {2017},
issn = {2347-2693},
pages = {14-20},
url = {https://www.isroset.org/journal/IJSRCSE/full_paper_view.php?paper_id=329},
publisher = {IJCSE, Indore, INDIA},
}

RIS Style Citation:
TY - JOUR
UR - https://www.isroset.org/journal/IJSRCSE/full_paper_view.php?paper_id=329
TI - Cluster Formation based Comparison of Genetic Algorithm and Particle swarm Optimization Algorithm in Wireless Sensor Network
T2 - International Journal of Scientific Research in Computer Science and Engineering
AU - A. Garg, N. Batra, I. Taneja, A. Bhatnagar, A. Yadav, S. Kumar
PY - 2017
DA - 2017/04/30
PB - IJCSE, Indore, INDIA
SP - 14-20
IS - 2
VL - 5
SN - 2347-2693
ER -

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Abstract :
Wireless Sensor Network is a network of small sensor nodes which sense the environment for various monitoring purposes of real life applications like military or commercial, which are required to be deployed in areas with no connectivity to the outside world. But, these nodes come with a limitation of having short battery life which needs to be recovered by applying various optimization techniques. In this paper, we are comparing two optimization algorithms that are Genetic algorithm and Particle Swarm Optimization algorithm, on the basis of their cluster head selection and cluster formation techniques to solve the problem of energy consumption by sensor nodes. We are experimenting with the different number of clusters to check the efficiency of each algorithm in MATLAB (simulation tool).

Key-Words / Index Term :
Genetic Algorithm Clustering, Energy efficiency, Particle Swarm Optimization, Wireless Sensor Networks

References :
[1] O. Hiteshreddy, P. Singh and S. Chahuan, “A Review on Cluster Based Data Aggregation Protocols in Wireless Sensor Network”, International Journal of Computer Sciences and Engineering, Vol.3, Issue.8, pp.37-45, 2015.
[2] R. Nathiya, S.G. Santhi, “Energy Efficient Routing with Mobile Collector in Wireless Sensor Networks (WSNs)”, International Journal of Computer Sciences and Engineering, Vol.2, Issue.2, pp.36-43, 2014.
[3] D. Xie, Q. Zhou, X. You, B. Li, X. Yuan, “A Novel Energy­ Efficient Cluster Formation Strategy: From the Perspective of Cluster Members”, IEEE Communication Letters, Vol. 17, NO. 11, pp. 2044 – 2047, 2013.
[4] A. Kaushil, H. Kumar, “performance Evaluation between GA versus PSO”, International Research Journal of Engineering and Technology, Vol. 3, Issue. 6, pp. 102-110, 2016.
[5] S. Joshi, F.U. Khan, N. Thakur, “Contrasting and Evaluating Different Clustering Algorithms: A Literature Review”, International Journal of Computer Sciences and Engineering, Vol.2, Issue.4, pp.87-91, 2014.
[6] J. Singh, H. Kaur, “Performance of Particle Swarm Optimization for Sensor Networks: A Survey”, International Journal of Computer Sciences and Engineering, Vol.3, Issue.3, pp.83-87, 2015.
[7] Dr.Karl O Jones, “Comparison of Genetic and Particle swarm Optimisation algorithm”, Applied Soft Computing, Vol.8, Issue.4, pp.1418–1427, 2008.
[8] J. Kennedy and R. Eberhart, “Particle swarm optimization”, IEEE International Conference on Neural Networks, China, pp.1942-1948, 1995.

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