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Erschienen in: Cluster Computing 6/2019

10.11.2017

A hybrid cluster head selection model for Internet of Things

verfasst von: M. Praveen Kumar Reddy, M. Rajasekhara Babu

Erschienen in: Cluster Computing | Sonderheft 6/2019

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Abstract

Internet of Things (IoT) is one of the rising networking standards that gap between the physical world and the cyber. Energy conservation of IoT devices becomes a fundamental challenge for extending the life time of the network. As a solution to this challenge, cluster head selection can be used. This paper intends to adopt a hybrid model with both Moth Flame Optimization and Ant Lion Optimization (ALO) to improve the performance of cluster head selection among IoT devices in WSN–IoT network. The particular simulation approach not only preserves energy of the sensor node by maintaining distance and delay but also balances the temperature and load of IoT devices for attaining the optimal cluster head selection in WSN–IoT network. Further, it compares the performance of the proposed hybrid model over the traditional models like Artificial Bee Colony, Genetic Algorithm, Particle Swarm Optimization, Gravitational Search Algorithm, ALO, MFO and Adaptive GSA. The simulation analysis considers the convergence, sustainability of alive nodes, normalized energy, load, and temperature. Thus the proposed simulation results are more efficient for prolonging the life time of the network.

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Literatur
1.
Zurück zum Zitat Duan, J., Gao, D., Yang, D., Foh, C.H., Chen, H.H.: An energy-aware trust derivation scheme with game theoretic approach in wireless sensor networks for IoT applications. IEEE Internet Things J. 1(1), 58–69 (2014)CrossRef Duan, J., Gao, D., Yang, D., Foh, C.H., Chen, H.H.: An energy-aware trust derivation scheme with game theoretic approach in wireless sensor networks for IoT applications. IEEE Internet Things J. 1(1), 58–69 (2014)CrossRef
2.
Zurück zum Zitat Zhou, Z., Yao, B., Xing, R., Shu, L.: E-CARP: An energy efficient routing protocol for UWSNs in the Internet of underwater things. IEEE Sens. J. 16(11), 4072–4082 (2016)CrossRef Zhou, Z., Yao, B., Xing, R., Shu, L.: E-CARP: An energy efficient routing protocol for UWSNs in the Internet of underwater things. IEEE Sens. J. 16(11), 4072–4082 (2016)CrossRef
3.
Zurück zum Zitat Qiu, T., Lv, Y., Xia, F., Chen, N., Wan, J., Tolba, A.: ERGID: an efficient routing protocol for emergency response Internet of Things. J. Netw. Comput. Appl. 72, 104–112 (2016)CrossRef Qiu, T., Lv, Y., Xia, F., Chen, N., Wan, J., Tolba, A.: ERGID: an efficient routing protocol for emergency response Internet of Things. J. Netw. Comput. Appl. 72, 104–112 (2016)CrossRef
4.
Zurück zum Zitat Lee, I.-G., Kim, M.: Interference-aware self-optimizing Wi-Fi for high efficiency Internet of Things in dense networks. Comput. Commun. 89–90(1), 60–74 (2016) Lee, I.-G., Kim, M.: Interference-aware self-optimizing Wi-Fi for high efficiency Internet of Things in dense networks. Comput. Commun. 89–90(1), 60–74 (2016)
5.
Zurück zum Zitat Qiu, T., Luo, D., Xia, F., Deonauth, N., Si, W., Tolba, A.: A greedy model with small world for improving the robustness of heterogeneous Internet of Things. Comput. Netw. 101, 127–143 (2016)CrossRef Qiu, T., Luo, D., Xia, F., Deonauth, N., Si, W., Tolba, A.: A greedy model with small world for improving the robustness of heterogeneous Internet of Things. Comput. Netw. 101, 127–143 (2016)CrossRef
6.
Zurück zum Zitat Moosavi, S.R., Gia, T.N., Nigussie, E., Rahmani, A.M., Virtanen, S., Tenhunen, H., Isoaho, J.: End-to-end security scheme for mobility enabled healthcare Internet of Things. Future Gener. Comput. Syst. 64, 108–124 (2016)CrossRef Moosavi, S.R., Gia, T.N., Nigussie, E., Rahmani, A.M., Virtanen, S., Tenhunen, H., Isoaho, J.: End-to-end security scheme for mobility enabled healthcare Internet of Things. Future Gener. Comput. Syst. 64, 108–124 (2016)CrossRef
7.
Zurück zum Zitat Di Marco, P., Athanasiou, G., Mekikis, P.-V., Fischione, C.: MAC-aware routing metrics for the internet of things. Comput. Commun. 74(15), 77–86 (2016)CrossRef Di Marco, P., Athanasiou, G., Mekikis, P.-V., Fischione, C.: MAC-aware routing metrics for the internet of things. Comput. Commun. 74(15), 77–86 (2016)CrossRef
8.
Zurück zum Zitat Frye, L., Cheng, L., Du, S., Bigrigg, M.W.: Topology maintenance of wireless sensor networks in node failure-prone environments. In: 2006 IEEE International Conference on Networking, Sensing and Control, Ft. Lauderdale, pp. 886–891 (2006) Frye, L., Cheng, L., Du, S., Bigrigg, M.W.: Topology maintenance of wireless sensor networks in node failure-prone environments. In: 2006 IEEE International Conference on Networking, Sensing and Control, Ft. Lauderdale, pp. 886–891 (2006)
9.
Zurück zum Zitat Ashraf, Q.M., Habaebi, M.H.: Autonomic schemes for threat mitigation in Internet of Things. J. Netw. Comput. Appl. 49, 112–127 (2015)CrossRef Ashraf, Q.M., Habaebi, M.H.: Autonomic schemes for threat mitigation in Internet of Things. J. Netw. Comput. Appl. 49, 112–127 (2015)CrossRef
10.
Zurück zum Zitat Perera, C., Vasilakos, A.V.: A knowledge-based resource discovery for Internet of Things. Knowl. Based Syst. 109, 122–136 (2016)CrossRef Perera, C., Vasilakos, A.V.: A knowledge-based resource discovery for Internet of Things. Knowl. Based Syst. 109, 122–136 (2016)CrossRef
11.
Zurück zum Zitat Dai, H., Xu, H.: Key predistribution approach in wireless sensor networks using LU matrix. IEEE Sens. J. 10(8), 1399–1409 (2010)CrossRef Dai, H., Xu, H.: Key predistribution approach in wireless sensor networks using LU matrix. IEEE Sens. J. 10(8), 1399–1409 (2010)CrossRef
12.
Zurück zum Zitat Abusalah, L., Khokhar, A., Guizani, M.: A survey of secure mobile ad hoc routing protocols. IEEE Commun. Surv. Tutor. 10(4), 78–93 (2008)CrossRef Abusalah, L., Khokhar, A., Guizani, M.: A survey of secure mobile ad hoc routing protocols. IEEE Commun. Surv. Tutor. 10(4), 78–93 (2008)CrossRef
13.
Zurück zum Zitat Zhong, S., Wu, F.: A collusion-resistant routing scheme for noncooperative wireless ad hoc networks. IEEE/ACM Trans. Netw. 18(2), 582–595 (2010)CrossRef Zhong, S., Wu, F.: A collusion-resistant routing scheme for noncooperative wireless ad hoc networks. IEEE/ACM Trans. Netw. 18(2), 582–595 (2010)CrossRef
14.
Zurück zum Zitat Li, C.Z., Hong, J., Xue, F., Shen, G.Q., Xu, X., Luo, L.: SWOT analysis and Internet of Things-enabled platform for prefabrication housing production in Hong Kong. Inf. Syst. 62, 29–41 (2016)CrossRef Li, C.Z., Hong, J., Xue, F., Shen, G.Q., Xu, X., Luo, L.: SWOT analysis and Internet of Things-enabled platform for prefabrication housing production in Hong Kong. Inf. Syst. 62, 29–41 (2016)CrossRef
15.
Zurück zum Zitat Li, Z., Chen, R., Liu, L., Min, G.: Dynamic resource discovery based on preference and movement pattern similarity for large-scale social Internet of Things. IEEE Internet Things J. 3(4), 581–589 (2016)CrossRef Li, Z., Chen, R., Liu, L., Min, G.: Dynamic resource discovery based on preference and movement pattern similarity for large-scale social Internet of Things. IEEE Internet Things J. 3(4), 581–589 (2016)CrossRef
16.
Zurück zum Zitat Wu, D., Bao, L., Liu, C.H.: Scalable channel allocation and access scheduling for wireless internet-of-things. IEEE Sens. J. 13(10), 3596–3604 (2013)CrossRef Wu, D., Bao, L., Liu, C.H.: Scalable channel allocation and access scheduling for wireless internet-of-things. IEEE Sens. J. 13(10), 3596–3604 (2013)CrossRef
17.
Zurück zum Zitat Yachir, A., Amirat, Y., Chibani, A., Badache, N.: Event-aware framework for dynamic services discovery and selection in the context of ambient intelligence and Internet of Things. IEEE Trans. Autom. Sci. Eng. 13(1), 85–102 (2016)CrossRef Yachir, A., Amirat, Y., Chibani, A., Badache, N.: Event-aware framework for dynamic services discovery and selection in the context of ambient intelligence and Internet of Things. IEEE Trans. Autom. Sci. Eng. 13(1), 85–102 (2016)CrossRef
18.
Zurück zum Zitat Zhang, D., Yang, L.T., Chen, M., Zhao, S., Guo, M., Zhang, Y.: Real-time locating systems using active RFID for Internet of Things. IEEE Syst. J. 10(3), 1226–1235 (2016)CrossRef Zhang, D., Yang, L.T., Chen, M., Zhao, S., Guo, M., Zhang, Y.: Real-time locating systems using active RFID for Internet of Things. IEEE Syst. J. 10(3), 1226–1235 (2016)CrossRef
19.
Zurück zum Zitat Kawamoto, Y., Nishiyama, H., Fadlullah, Z.M., Kato, N.: Effective data collection via satellite-routed sensor system (SRSS) to realize global-scaled Internet of Things. IEEE Sens. J. 13(10), 3645–3654 (2013)CrossRef Kawamoto, Y., Nishiyama, H., Fadlullah, Z.M., Kato, N.: Effective data collection via satellite-routed sensor system (SRSS) to realize global-scaled Internet of Things. IEEE Sens. J. 13(10), 3645–3654 (2013)CrossRef
20.
Zurück zum Zitat Kougianos, E., Mohanty, S.P., Coelho, G., Albalawi, U., Sundaravadivel, P.: Design of a high-performance system for secure image communication in the Internet of Things. IEEE Access 4, 1222–1242 (2016)CrossRef Kougianos, E., Mohanty, S.P., Coelho, G., Albalawi, U., Sundaravadivel, P.: Design of a high-performance system for secure image communication in the Internet of Things. IEEE Access 4, 1222–1242 (2016)CrossRef
21.
Zurück zum Zitat Luo, S., Ren, B.: The monitoring and managing application of cloud computing based on Internet of Things. Comput. Methods Prog. Biomed. 130, 154–161 (2016)CrossRef Luo, S., Ren, B.: The monitoring and managing application of cloud computing based on Internet of Things. Comput. Methods Prog. Biomed. 130, 154–161 (2016)CrossRef
22.
Zurück zum Zitat Liu, Y., Han, W., Zhang, Y., Li, L., Wang, J., Zheng, L.: An Internet-of-Things solution for food safety and quality control: a pilot project in China. J. Ind. Inf. Integr. 3, 1–7 (2016) Liu, Y., Han, W., Zhang, Y., Li, L., Wang, J., Zheng, L.: An Internet-of-Things solution for food safety and quality control: a pilot project in China. J. Ind. Inf. Integr. 3, 1–7 (2016)
23.
Zurück zum Zitat Park, H., Kim, H., Joo, H., Song, J.: Recent advancements in the Internet-of-Things related standards: a oneM2M perspective. ICT Express, September 2016CrossRef Park, H., Kim, H., Joo, H., Song, J.: Recent advancements in the Internet-of-Things related standards: a oneM2M perspective. ICT Express, September 2016CrossRef
24.
Zurück zum Zitat Sivieri, A., Mottolaa, L., Cugola, G.: Building Internet of Things software with ELIoT. Comput. Commun. 89–90, 141–153 (2016)CrossRef Sivieri, A., Mottolaa, L., Cugola, G.: Building Internet of Things software with ELIoT. Comput. Commun. 89–90, 141–153 (2016)CrossRef
25.
Zurück zum Zitat Karkouch, A., Mousannif, H., Moatassime, H.A., Noel, T.: Data quality in Internet of Things: a state-of-the-art survey. J. Netw. Comput. Appl. 73, 57–81 (2016)CrossRef Karkouch, A., Mousannif, H., Moatassime, H.A., Noel, T.: Data quality in Internet of Things: a state-of-the-art survey. J. Netw. Comput. Appl. 73, 57–81 (2016)CrossRef
26.
Zurück zum Zitat Zhu, T., Dhelim, S., Zhou, Z., Yang, S., Ning, H.: An architecture for aggregating information from distributed data nodes for industrial Internet of Things. Comput. Electr. Eng. 58, 337–349 (2016)CrossRef Zhu, T., Dhelim, S., Zhou, Z., Yang, S., Ning, H.: An architecture for aggregating information from distributed data nodes for industrial Internet of Things. Comput. Electr. Eng. 58, 337–349 (2016)CrossRef
27.
Zurück zum Zitat Li, F., Han, Y., Jin, C.: Practical access control for sensor networks in the context of the Internet of Things. Comput. Commun. 89–90, 154–164 (2016)CrossRef Li, F., Han, Y., Jin, C.: Practical access control for sensor networks in the context of the Internet of Things. Comput. Commun. 89–90, 154–164 (2016)CrossRef
28.
Zurück zum Zitat Cavalcante, E., Pereira, J., Alves, M.P., Maia, P., Moura, R., Batista, T., Delicato, F.C., Pires, P.F.: On the interplay of Internet of Things and cloud computing: a systematic mapping study. Comput. Commun. 89–90, 17–33 (2016)CrossRef Cavalcante, E., Pereira, J., Alves, M.P., Maia, P., Moura, R., Batista, T., Delicato, F.C., Pires, P.F.: On the interplay of Internet of Things and cloud computing: a systematic mapping study. Comput. Commun. 89–90, 17–33 (2016)CrossRef
29.
Zurück zum Zitat Hsu, C.-L., Lin, J.C.-C.: An empirical examination of consumer adoption of Internet of Things services: Network externalities and concern for information privacy perspectives. Comput. Hum. Behav. 62, 516–527 (2016)CrossRef Hsu, C.-L., Lin, J.C.-C.: An empirical examination of consumer adoption of Internet of Things services: Network externalities and concern for information privacy perspectives. Comput. Hum. Behav. 62, 516–527 (2016)CrossRef
30.
Zurück zum Zitat Raza, S., Misra, P., He, Z., Voigt, T.: Building the Internet of Things with bluetooth smart. Ad Hoc Netw. 57, 19–31 (2016)CrossRef Raza, S., Misra, P., He, Z., Voigt, T.: Building the Internet of Things with bluetooth smart. Ad Hoc Netw. 57, 19–31 (2016)CrossRef
31.
Zurück zum Zitat Coelho, L.D.S., Mariani, V.C., Tutkun, N., Alotto, P.: Magnetizer design based on a quasi-oppositional gravitational search algorithm. IEEE Trans. Magn. 50(2), 705–708 (2014)CrossRef Coelho, L.D.S., Mariani, V.C., Tutkun, N., Alotto, P.: Magnetizer design based on a quasi-oppositional gravitational search algorithm. IEEE Trans. Magn. 50(2), 705–708 (2014)CrossRef
32.
Zurück zum Zitat Nadakuditi, G., Sharma, V., Naresh, R.: Application of non-dominated sorting gravitational search algorithm with disruption operator for stochastic multiobjective short term hydrothermal scheduling. IET Gener. Transm. Distrib. 10(4), 862–872 (2016)CrossRef Nadakuditi, G., Sharma, V., Naresh, R.: Application of non-dominated sorting gravitational search algorithm with disruption operator for stochastic multiobjective short term hydrothermal scheduling. IET Gener. Transm. Distrib. 10(4), 862–872 (2016)CrossRef
33.
Zurück zum Zitat Rashedi, E., Nezamabadi-pour, H., Saryazdi, S.: GSA: a gravitational search algorithm. Inf. Sci. 179, 2232–2248 (2009)CrossRef Rashedi, E., Nezamabadi-pour, H., Saryazdi, S.: GSA: a gravitational search algorithm. Inf. Sci. 179, 2232–2248 (2009)CrossRef
34.
Zurück zum Zitat Misra, G., Kumar, V., Agarwal, A., Agarwal, K.: Internet of Things (IoT)–a technological analysis and survey on vision, concepts, challenges, innovation directions, technologies, and applications (an upcoming or future generation computer communication system technology). Am. J. Electr. Electron. Eng. 4(01), 23–32 (2016)CrossRef Misra, G., Kumar, V., Agarwal, A., Agarwal, K.: Internet of Things (IoT)–a technological analysis and survey on vision, concepts, challenges, innovation directions, technologies, and applications (an upcoming or future generation computer communication system technology). Am. J. Electr. Electron. Eng. 4(01), 23–32 (2016)CrossRef
35.
Zurück zum Zitat Agarwal, A., Misra, G., Agarwal, K.: The 5th generation mobile wireless networks–key concepts, network architecture and challenges. Am. J. Electr. Electron. Eng. 3(2), 22–28 (2015) Agarwal, A., Misra, G., Agarwal, K.: The 5th generation mobile wireless networks–key concepts, network architecture and challenges. Am. J. Electr. Electron. Eng. 3(2), 22–28 (2015)
36.
Zurück zum Zitat Mirjalili, S.: Moth-flame optimization algorithm: a novel nature-inspired heuristic paradigm. Knowl. Based Syst. 89, 228–249 (2015)CrossRef Mirjalili, S.: Moth-flame optimization algorithm: a novel nature-inspired heuristic paradigm. Knowl. Based Syst. 89, 228–249 (2015)CrossRef
37.
Zurück zum Zitat Ali, E.S., Abd Elazim, S.M., Abdelaziz, A.Y.: Ant lion optimization algorithm for renewable distributed generations. Energy 116, 445–458 (2016)CrossRef Ali, E.S., Abd Elazim, S.M., Abdelaziz, A.Y.: Ant lion optimization algorithm for renewable distributed generations. Energy 116, 445–458 (2016)CrossRef
38.
Zurück zum Zitat Praveen Kumar Reddy, M., Rajasekhara Babu, M.: Energy efficient cluster head selection for Internet of Things. New Rev. Inf. Netw. 22(1), 54–70 (2017)CrossRef Praveen Kumar Reddy, M., Rajasekhara Babu, M.: Energy efficient cluster head selection for Internet of Things. New Rev. Inf. Netw. 22(1), 54–70 (2017)CrossRef
Metadaten
Titel
A hybrid cluster head selection model for Internet of Things
verfasst von
M. Praveen Kumar Reddy
M. Rajasekhara Babu
Publikationsdatum
10.11.2017
Verlag
Springer US
Erschienen in
Cluster Computing / Ausgabe Sonderheft 6/2019
Print ISSN: 1386-7857
Elektronische ISSN: 1573-7543
DOI
https://doi.org/10.1007/s10586-017-1261-1

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