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In the current work, we have concentrated on minimizing the energy consumption of sensors in the IoT network that will lead to an increase in the network lifetime. In this work, to optimize the energy consumption, most appropriate Cluster Head (CH) is chosen in the IoT network. The proposed work makes use of a hybrid metaheuristic algorithm, namely, Whale Optimization Algorithm (WOA) with Simulated Annealing (SA). To select the optimal CH in the clusters of IoT network, several performance metrics such as the number of alive nodes, load, temperature, residual energy, cost function have been used. The proposed approach is then compared with several state\u2010of\u2010the\u2010art optimization algorithms like Artificial Bee Colony algorithm, Genetic Algorithm, Adaptive Gravitational Search algorithm, WOA. The results prove the superiority of the proposed hybrid approach over existing approaches.<\/jats:p>","DOI":"10.1002\/spe.2797","type":"journal-article","created":{"date-parts":[[2020,2,11]],"date-time":"2020-02-11T12:04:25Z","timestamp":1581422665000},"page":"2558-2571","update-policy":"http:\/\/dx.doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":154,"title":["A metaheuristic optimization approach for energy efficiency in the IoT networks"],"prefix":"10.1002","volume":"51","author":[{"ORCID":"http:\/\/orcid.org\/0000-0003-4350-3911","authenticated-orcid":false,"given":"Celestine","family":"Iwendi","sequence":"first","affiliation":[{"name":"Department of Electronics BCC of Central South University of Forestry and Technology Changsha China"}]},{"ORCID":"http:\/\/orcid.org\/0000-0003-4209-2495","authenticated-orcid":false,"given":"Praveen Kumar Reddy","family":"Maddikunta","sequence":"additional","affiliation":[{"name":"School of Information Technology and Engineering Vellore Institute of Technology Vellore India"}]},{"ORCID":"http:\/\/orcid.org\/0000-0003-0097-801X","authenticated-orcid":false,"given":"Thippa Reddy","family":"Gadekallu","sequence":"additional","affiliation":[{"name":"School of Information Technology and Engineering Vellore Institute of Technology Vellore India"}]},{"ORCID":"http:\/\/orcid.org\/0000-0003-3480-4851","authenticated-orcid":false,"given":"Kuruva","family":"Lakshmanna","sequence":"additional","affiliation":[{"name":"School of Information Technology and Engineering Vellore Institute of Technology Vellore India"}]},{"ORCID":"http:\/\/orcid.org\/0000-0003-2601-9327","authenticated-orcid":false,"given":"Ali Kashif","family":"Bashir","sequence":"additional","affiliation":[{"name":"Department of Computing and Mathematics Manchester Metropolitan University Manchester Manchester UK"}]},{"ORCID":"http:\/\/orcid.org\/0000-0003-3229-6785","authenticated-orcid":false,"given":"Md. 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