Application of nature inspired optimization algorithm on hierarchal LEACH protocol for improved performance
Monika Malikmonikamalik@jssaten.ac.inJaypee Institute of Information TechnologyNoida, Uttar Pradesh, IndiaView full profile → , Alok Joshialok.joshi@jiit.ac.inJaypee Institute of Information TechnologyNoida, Uttar Pradesh, IndiaView full profile → , *Gayatri SakyaCorresponding authorgayatri.sakya@rediffmail.comJSS Academy of Technical EducationNoida, Uttar Pradesh, IndiaView full profile →
* Corresponding author · click or hover a name for details
- Published Online:
- 11 Nov 2023
- Article type:
- Research Article
- Language:
- EN
- Article no.:
- JIOS-1460
- Pages:
- 1229–1240
Abstract
Keywords
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References
[1] M. Youssef and N. El-Sheimy, “Wireless Sensor Network: Research vs. Reality Design and Deployment Issues,” Fifth Annual Conference on Communication Networks and Services Research (CNSR ‘07), Fredericton, NB, Canada, pp. 8-9 (2007), doi: 10.1109/CNSR.2007.71.
[2] W. B. Heinzelman, Member, IEEE, Anantha P. Chandrakasan, Senior Member, IEEE, and Hari Balakrishnan, Member, IEEE “An Application-Specific Protocol Architecture for Wireless Microsensor Networks” IEEE Transactions On Wireless Communications, Vol. 1, No. 4 (2002).
[3] A.Singh, S. Sharma, J. Singh, “Nature Inspired Algorithms for Wireless sensor networks: A compresive survey”, Elsevier, Volume 39, 100342 (February 2021), doi.org/10.1016/j.cosrev.2020.100342.
[4] J.-L. Liu, C. v. Ravishankar, and G. A. Leach, “LEACH-GA genetic algorithm-Based Energy-efficient adaptive clustering proto colfor wireless sensor networks,” International Journal of Machine Learning and Computing, vol. 1, no. 1, pp. 79–85 (2011).
[5] B. Chander, P. Kumar, Kumaravelan, “Analysis of Machine Learning in Wireless sensor networks” International Journal of Engineering and Technology (2018).
[6] D. Praveen Kumar, Tarachand Amgoth ∗, Chandra Sekhara Rao Annavarapu “ Machine learning algorithms for wireless sensor networks: A survey” Information Fusion (2019).
[7] Malik, M., Joshi, A. & Sakya, G. Optimized leach protocol for energy management in wireless sensor network. Multimed Tools Appl (2023). https://doi.org/10.1007/s11042-023-16248-2.
[8] W. Zhao, Z. Zhang, and L. Wang, “Manta ray foraging optimization: an effective bio-inspired optimizer for engineering application Engineering Applications of Artificial Intelligence, vol. 87, Article ID 103300 (2020).
[9] W. Branch, C. Giannella, B. Szymanski, R. Wolff, and H. Kargupta, “In-network outlier detection in wireless sensor networks,” Knowledge and information systems, vol. 34, no. 1, pp. 23–54 (2013).
[10] Trupti Mayee Behera1, Umesh Chandra Samal1, Sushanta Kumar Mohapatra,”Energy-efficient modified LEACH protocol for IoT application” IET Wireless Sensor Systems (2018).
[11] Weiguo Zhao, Zhenxing Zhang, Liying Wang, Manta ray foraging optimization: An effective bio-inspired optimizer for engineering applications, Engineering Applications of Artificial Intelligence, Volume 87 (2020), https://doi.org/10.1016/j.engappai.2019.103300.
[12] Lina Xu, Rem Collier, and Gregory M. P. O’Hare, Member, IEEE “A Survey of Clustering Techniques in WSNs and Consideration of the Challenges of Applying Such to 5G IoT Scenarios” IEEE Internet Of Things, VOL. 4, NO. 5 (2017).
[13] Safana H. Abbas1 and Israa M. Khanjar, “Fuzzy Logic Approach for Cluster-Head Election in Wireless” Sensor Network, International Journal of Engineering Research and Advanced Technology, Volume.5, Issue 7 (2019).
[14] S. Randhawa and S. Jain, “Performance Analysis of LEACH with Machine Learning Algorithms in Wireless Sensor Networks”
International Journal of Computer Applications (0975 – 8887) Volume 147 – No.2 (August 2016).
[15] Gayatri Sakya, Chhaya Dalela, Laxman Singh & Anuj Jain, ―Machine learning based MAC protocol design for pipeline leakage detection in smart city project‖, Journal of Discrete Mathematical Sciences and Cryptography, 24:5, 1283-1292 (2021). DOI: 10.1080/09720529.2021.1932915(ESCI and Scopus).
[16] Harish H Kenchannavar Optimization, Sandeep Beedakar “Optimization Techniques to Improve Lifetime of Wireless Sensor Networks: A Review”, 2015 International Conference on Energy Systems and Applications (ICESA 2015).
[17] Satvik Vats & B. B. Sagar. Performance evaluation of K-means clustering on Hadoop infrastructure, Journal of Discrete Mathematical Sciences and Cryptography, 22:8, 1349-1363 (2019), DOI: 10.1080/09720529.2019.1692444.
[18] Gayatri Sakya, Vidushi Sharma, ―ADMC-MAC: Energy efficient adaptive MAC protocol for mission critical applications in WSN, Sustainable Computing: Informatics and Systems, Volume 23, Pages 21-28 (2019), ISSN 2210-5379. https://doi.org/10.1016/j.suscom.2019.05.001.
[19] M. Abdullahi, I. H. Hassan, M. D. Abdullahi, I. Aliyu and J. Kim, “Manta Ray Foraging Optimization Algorithm: Modifications and Applications,” in IEEE Access, vol. 11, pp. 53315-53343 (2023), doi: 10.1109/ACCESS.2023.3276264.
[20] Kumar, Vishal, Gayatri Sakya, and Chandra Shankar. “WSN and IoT based smart city model using the MQTT protocol.” Journal of Discrete Mathematical Sciences and Cryptography 22.8, 1423-1434 (2019).
[21] M. Rayenizadeh, M. Kuchaki Rafsanjani, and A. Borumand Saeid, “Cluster head selection using hesitant fuzzy and firefly algorithm in wireless sensor networks,” Evolving Systems, vol. 13, no. 1, pp. 65–84 (2022).
