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Journal of Interdisciplinary Mathematics cover
Hybrid ·Peer-reviewed·ISSN (Online): 2169-012X·ISSN (Print): 0972-0502

Monthly Journal: Publishes the methodological and theoretical role of mathematics and mathematical applications underpinning scientific research.

Issues up to 2022 co-published with and available at:Taylor & Francis Online
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Open Access Research Article

A mathematical optimization of the lifetime of the wireless sensor network using ML- based energy dependent clustering and tiered routing algorithm

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pp. 351–359Vol. 26Issue 3April 2023DOI: 10.47974/JIM-1666XML
Published Online:
01 Apr 2023
Article type:
Research Article
Language:
EN
Article no.:
JIM-1666
Pages:
351–359

Abstract

Significant research work is being done in the field of WSN and standardization of many aspects is being looked into. The most well-known procedures for optimising energy in WSNs are using hierarchical topology. LEACH is a hierarchical topology which was introduced initially and served as the basis for achieving energy efficiency in WSN. However, LEACH has certain limitations which has led to a lot of research in improving the conventional LEACH performance. The current study is based on the use of certain algorithms and strategy to enhance the performance of the conventional LEACH protocol. By focusing on parameters such as cluster head formation, energy expenditure in transmission etc., the performance such as throughput and network life may be extended using this enhanced LEACH.

Keywords

Subject Classifications

68T07

References

[1] Bhavya Shree S B, Mohana H K, Suhas K R, Devaraju J T, “Balanced LEACH and Balanced 2-tier LEACH Protocol for wireless sensor network” E ISSN 2348-1269, PRINT ISSN 2349-5138, Volume 6, Issue 4 (Oct-Dec. 2019).
[2] Smaragdakis G, Matta I, Bestavros A. “SEP: A stable election protocol for clustered heterogeneous wireless sensor networks”, Proc of the Int’1 Workshop on SANPA 2004. pp. 251-261 (2004).
[3] W.R. Heinzelman, A. Chandrakasan and H. Balakrishnan. “Energy-Efficient Communication Protocol for Wireless Microsensor networks”. Proc. 33rd Hawaii International Conference on System Sciences, Washington DC, USA, 8020-8029 (2000).
[4] Jing Liu, Shaubao Su, Yuhua Lu, Jun Dong “Multiple Layers uneven clustering algorithm based on residual energy for wireless sensor network” https://doi.org/10.1049/joe.2018.8332.
[5] Aasia Kashaf, Nadeem Javaid, Zahoor Ali Khan and Imran Ali Khan, “TSEP: Threshold-sensitive Stable Election Protocol for WSNs”, 10th IEEE International Conference on Frontiers of Information Technology (FIT’ 12), Pakistan (2012).
[6] Khan. A. A, Javaid. N, Qasim. U, Lu. Z, Khan. Z. A, “HSEP: Heterogeneity-aware Hierarchical Stable Election Protocol for WSNs”, 3rd International Workshop on Advances in Sensor Technologies, Systems and Applications (ASTSA-2012) Victoria, Canada (2012).
[7] Bing Zhao & Gaiwen Guo. An encryption algorithm for user’s sensitive information resources in network database, Journal of Interdisciplinary Mathematics, 21:5, 1255-1260 (2018), DOI: 10.1080/09720502.2018.1495399.
[8] Majadi, Nazia, Mahmud Sharifa Raina, Sultana Marzia. “Uniform Distribution Techniques of Cluster Heads in LEACH Protocol”. Int. J. on Recent trends in Engineering and Technology Vol 8, No. 1 (Jan 2013).
[9] A. Manjeshwar and D.P. Agrawal, “TEEN: A Routing Protocol for Enhanced Efficiency in Wireless Sensor Networks”, Proc. of 1st Intl. Workshop on Parallel and Distributed Computing, (Apr. 2001).
[10] Tauseef Ahmad & Ash Mohammad Abbas. EEAC: An energy efficient adaptive cluster based target tracking in wireless sensor networks, Journal of Interdisciplinary Mathematics, 23:2, 379-392 (2020), DOI: 10.1080/09720502.2020.1731951.
[11] T. N. Qureshi, N. Javaid, A. H. Khan, A. Iqbal, E. Akhtar and M. Ishfaq, “BEENISH: Balanced Energy Efficient Network Integrated Super Heterogenous Protocol for Wireless Sensor Networks”, The 4th International Conference on Ambient Systems, Networks and Technologies (ANT 2013), Halifax, Nova Scotia, Canada, Procedia Computer Science, Volume 19, 2013, Pages 920-925 (2013), ISSN 1877-0509.
[12] Ankit Gambhir, Ashish Payal & Rajeev Arya. Water cycle algorithm based optimized clustering protocol for wireless sensor network, Journal of Interdisciplinary Mathematics, 23:2, 367-377 ((2020)), DOI: 10.1080/09720502.2020.1731950.

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