Differential Evolution with Arithmetic Optimization Algorithm Enabled Multi-Hop Routing Protocol |
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Authors: | Manar Ahmed Hamza Haya Mesfer Alshahrani Sami Dhahbi Mohamed K Nour Mesfer Al Duhayyim ElSayed M Tag El Din Ishfaq Yaseen Abdelwahed Motwakel |
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Affiliation: | 1 Universitas Sriwijaya, Palembang, 30319, Indonesia2 Universiti Teknologi Malaysia, Johor, 81310, Malaysia3 Universitas Islam Sultan Agung, Semarang, 50112, Indonesia4 Directorat General of Higher Education Research and Technology, Jakarta, 10270, Indonesia5 Albaha University, Alaqiq, 65779-7738, Saudi Arabia |
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Abstract: | Wireless Sensor Networks (WSN) has evolved into a key technology for ubiquitous living and the domain of interest has remained active in research owing to its extensive range of applications. In spite of this, it is challenging to design energy-efficient WSN. The routing approaches are leveraged to reduce the utilization of energy and prolonging the lifespan of network. In order to solve the restricted energy problem, it is essential to reduce the energy utilization of data, transmitted from the routing protocol and improve network development. In this background, the current study proposes a novel Differential Evolution with Arithmetic Optimization Algorithm Enabled Multi-hop Routing Protocol (DEAOA-MHRP) for WSN. The aim of the proposed DEAOA-MHRP model is select the optimal routes to reach the destination in WSN. To accomplish this, DEAOA-MHRP model initially integrates the concepts of Different Evolution (DE) and Arithmetic Optimization Algorithms (AOA) to improve convergence rate and solution quality. Besides, the inclusion of DE in traditional AOA helps in overcoming local optima problems. In addition, the proposed DEAOA-MRP technique derives a fitness function comprising two input variables such as residual energy and distance. In order to ensure the energy efficient performance of DEAOA-MHRP model, a detailed comparative study was conducted and the results established its superior performance over recent approaches. |
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Keywords: | Wireless sensor network routing multihop communication arithmetic optimization algorithm fitness function |
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