968 912
Full Length Article
Journal of Cybersecurity and Information Management
Volume 7 , Issue 2, PP: 85-94 , 2021 | Cite this article as | XML | Html |PDF

Title

An Energy Efficient Clustering Protocol using Enhanced Rain Optimization Algorithm in Mobile Adhoc Networks

  Mohamed Elhoseny 1 * ,   X. Yuan 2

1  CoVIS Lab, Department of Computer Science and Engineering, University of North Texas, USA
    (Mohamed.elhoseny@unt.edu )

2  CoVIS Lab, Department of Computer Science and Engineering, University of North Texas, USA
    (xiaohui.yuan@unt.edu)


Doi   :   https://doi.org/10.54216/JCIM.070201

February 20, 2021 Accepted: July 18, 2021

Abstract :

Energy efficiency is a significant challenge in mobile ad hoc networks (MANETs) design where the nodes move randomly with limited energy, leading to acceptable topology modifications. Clustering is a widely applied technique to accomplish energy efficiency in MANET. Therefore, this paper designs a new energy-efficient clustering protocol using an enhanced rain optimization algorithm (EECP-EROA) for MANET. The EROA technique is derived by integrating the Levy flight concept to the ROA to enhance global exploration abilities. In addition, the EECP-EROA technique intends to proficiently select CHs and the nearby nodes linked to the CH to generate clusters. Moreover, the EECP-EROA technique has derived an objective function with different input parameters. To showcase the superior performance of the EECP-EROA technique, a brief set of simulations takes place, and the results are inspected under varying aspects. The experimental values pointed out the betterment of the EECP-EROA technique over the other methods.

Keywords :

MANET , Energy efficiency , Clustering , Rain optimization algorithm , Network lifetime

References :

[1]      Patel, N.J.K. and Tripathi, K., 2018. Trust value based algorithm to identify and defense gray-hole and black-hole attack present in MANET using clustering method. Int. J. Sci. Res. Sci. Eng. Technol, 4, pp.281-287.

[2]      Mohamed, S.S., Abd-Elfattah, A.I. and Mohamed, M.A., 2020. A new clustering technique based on replication for MANET routing protocols. TELKOMNIKA, 18(6), pp.3339-3345.

[3]      Muruganandam, S. and Renjit, J.A., 2021. Real-time reliable clustering and secure transmission scheme for QoS development in MANET. Peer-to-Peer Networking and Applications, pp.1-16.

[4]      Sharifi, S.A. and Babamir, S.M., 2020. The clustering algorithm for efficient energy management in mobile ad-hoc networks. Computer Networks, 166, p.106983.

[5]      Babu, A.S. and Devi, P.M., 2019. Swarm optimised energy hubness clustering to detect and respond to intrusive attack variants in MANET. International Journal of Business Innovation and Research, 18(3), pp.369-391.

[6]      Song, Y., Luo, H., Pi, S., Gui, C. and Sun, B., 2020. Graph kernel based clustering algorithm in MANETs. IEEE Access, 8, pp.107650-107660.  

[7]      Rani, S., 2018. A hybrid and secure clustering technique for isolation of black hole attack in MANET. International Journal of Advanced Research in Computer Engineering & Technology (IJARCET), 7(3).

[8]      Sajyth, R.B. and Sujatha, G., 2018, January. Design of data confidential and reliable bee clustering routing protocol in MANET. In 2018 International Conference on Computer Communication and Informatics (ICCCI) (pp. 1-7). IEEE.

[9]      Mariadas, A.E.P. and Madhanmohan, R., 2020. Hybrid PSO-DE algorithm-based trust and congestion aware cluster routing algorithm for MANET. International Journal of Cloud Computing, 9(2-3), pp.330-354.

[10]   Rathish, C.R., Karpagavadivu, K., Sindhuja, P. and Kousalya, A., 2021. A Hybrid Efficient Distributed Clustering Algorithm Based Intrusion Detection System to Enhance Security in MANET. Information Technology and Control, 50(1), pp.45-54.

[11]   QasMarrogy, G.A., Alqaysi, H.J. and Almashhadani, Y.S., 2017, March. Comprehensive study of hierarchical routing protocols in MANET using simple clustering. In Conference of Cihan University-Erbil on Communication Engineering and Computer Science (p. 62).

[12]   Ozera, K., Inaba, T., Elmazi, D., Sakamoto, S., Oda, T. and Barolli, L., 2017, March. A fuzzy approach for secure clustering in manets: effects of distance parameter on system performance. In 2017 31st International Conference on Advanced Information Networking and Applications Workshops (WAINA) (pp. 251-258). IEEE.

[13]   Pandey, A., Singh, P., Mani, P., Gupta, S. and Verma, J.P.N., 2020. Message Ferry Route Calculation through K-means Clustering Algorithm for Partially-Connected MANET. Webology, 17(2).

[14]   Rana, B. and Rana, D., 2017, August. Energy efficient load balancing with clustering approach in MANET. In 2017 International Conference on Energy, Communication, Data Analytics and Soft Computing (ICECDS) (pp. 2019-2024). IEEE.

[15]   Kalita, C. and Thakurta, P.K.G., 2018. Energy Efficient Routing to Improve Lifetime in MANET: A Clustering Approach. J. Commun., 13(Nocember), pp.679-684.

[16]   MOHINDRA, A.R. and GANDHI, C., 2021. A Secure Cryptography Based Clustering Mechanism for Improving the Data Transmission in MANET. Walailak Journal of Science and Technology (WJST), 18(6), pp.8987-18. 

[17]   Muruganandam, S. and Renjit, J.A., 2021. Real-time reliable clustering and secure transmission scheme for QoS development in MANET. Peer-to-Peer Networking and Applications, pp.1-16.

[18]   Sudhakar, K., Sengottaiyan, N. and Anbukaruppusamy, S., 2021. A hybrid swarm intelligent framework to support efficient military communication in MANET. Journal of Ambient Intelligence and Humanized Computing, 12(5), pp.5215-5223. 

[19]   Selvakumar, M. and Sudhakar, B., 2021. Energy Efficient Clustering with Secure Routing Protocol Using Hybrid Evolutionary Algorithms for Mobile Adhoc Networks. Wireless Personal Communications, pp.1-19. 

[20]   Vatambeti, R., Sanshi, S. and Krishna, D.P., 2021. An efficient clustering approach for optimized path selection and route maintenance in mobile ad hoc networks. Journal of Ambient Intelligence and Humanized Computing, pp.1-15.

[21]   Moazzeni, A.R. and Khamehchi, E., 2020. Rain optimization algorithm (ROA): A new metaheuristic method for drilling optimization solutions. Journal of Petroleum Science and Engineering, 195, p.107512.

[22]   Kamaruzaman, A.F., Zain, A.M., Yusuf, S.M. and Udin, A., 2013. Levy flight algorithm for optimization problems-a literature review. In Applied Mechanics and Materials (Vol. 421, pp. 496-501). Trans Tech Publications Ltd.

 

[23]   Gupta, D., Khanna, A., SK, L., Shankar, K., Furtado, V. and Rodrigues, J.J., 2019. Efficient artificial fish swarm based clustering approach on mobility aware energy‐efficient for MANET. Transactions on Emerging Telecommunications Technologies, 30(9), p.e3524.


Cite this Article as :
Style #
MLA Mohamed Elhoseny, X. Yuan. "An Energy Efficient Clustering Protocol using Enhanced Rain Optimization Algorithm in Mobile Adhoc Networks." Journal of Cybersecurity and Information Management, Vol. 7, No. 2, 2021 ,PP. 85-94 (Doi   :  https://doi.org/10.54216/JCIM.070201)
APA Mohamed Elhoseny, X. Yuan. (2021). An Energy Efficient Clustering Protocol using Enhanced Rain Optimization Algorithm in Mobile Adhoc Networks. Journal of Journal of Cybersecurity and Information Management, 7 ( 2 ), 85-94 (Doi   :  https://doi.org/10.54216/JCIM.070201)
Chicago Mohamed Elhoseny, X. Yuan. "An Energy Efficient Clustering Protocol using Enhanced Rain Optimization Algorithm in Mobile Adhoc Networks." Journal of Journal of Cybersecurity and Information Management, 7 no. 2 (2021): 85-94 (Doi   :  https://doi.org/10.54216/JCIM.070201)
Harvard Mohamed Elhoseny, X. Yuan. (2021). An Energy Efficient Clustering Protocol using Enhanced Rain Optimization Algorithm in Mobile Adhoc Networks. Journal of Journal of Cybersecurity and Information Management, 7 ( 2 ), 85-94 (Doi   :  https://doi.org/10.54216/JCIM.070201)
Vancouver Mohamed Elhoseny, X. Yuan. An Energy Efficient Clustering Protocol using Enhanced Rain Optimization Algorithm in Mobile Adhoc Networks. Journal of Journal of Cybersecurity and Information Management, (2021); 7 ( 2 ): 85-94 (Doi   :  https://doi.org/10.54216/JCIM.070201)
IEEE Mohamed Elhoseny, X. Yuan, An Energy Efficient Clustering Protocol using Enhanced Rain Optimization Algorithm in Mobile Adhoc Networks, Journal of Journal of Cybersecurity and Information Management, Vol. 7 , No. 2 , (2021) : 85-94 (Doi   :  https://doi.org/10.54216/JCIM.070201)