Hybridization of Metaheuristic Algorithm for Dynamic Cluster-Based Routing Protocol in Wireless Sensor Networksx

被引:46
|
作者
Al-Otaibi, Shaha [1 ]
Al-Rasheed, Amal [1 ]
Mansour, Romany F. [2 ]
Yang, Eunmok [3 ]
Joshi, Gyanendra Prasad [4 ]
Cho, Woong [5 ]
机构
[1] Princess Nourah Bint Abdulrahman Univ, Coll Comp & Informat Sci, Informat Syst Dept, Riyadh 11564, Saudi Arabia
[2] New Valley Univ, Fac Sci, Dept Math, El Kharga 72511, Egypt
[3] Kookmin Univ, Dept Financial Informat Secur, Seoul 02707, South Korea
[4] Sejong Univ, Dept Comp Sci & Engn, Seoul 05006, South Korea
[5] Daegu Catholic Univ, Dept Automot ICT Convergence Engn, Gyongsan 38430, South Korea
来源
IEEE ACCESS | 2021年 / 9卷
关键词
Wireless sensor networks; Routing; Energy efficiency; Routing protocols; Optimization; Clustering algorithms; Voting; Clustering; energy efficiency; metaheuristics; routing; WSN; ENERGY-EFFICIENT;
D O I
10.1109/ACCESS.2021.3087602
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Energy efficiency is considered the major design issue in wireless sensor networks (WSN), which can be addressed using clustering and routing techniques. They are treated as Non-deterministic Polynomial (NP)-hard optimization problems and are solved using metaheuristic algorithms to identify the optimal or near-optimal solutions. With this motivation, this paper develops a hybridization of the metaheuristic cluster-based routing (HMBCR) technique for WSN. The HMBCR technique initially involves a brainstorm optimization with levy distribution (BSO-LD) based clustering process using a fitness function incorporating four parameters such as energy, distance to neighbors, distance to the base station, and network load. Besides, a water wave optimization with a hill-climbing (WWO-HC) based routing process is carried out for optimal route selection. Extensive experimentation analysis is performed to ensure the energy efficiency and network lifetime performance of the HMBCR technique. The experimental outcome ensured the superior results of the HMBCR technique over the compared methods under different aspects.
引用
收藏
页码:83751 / 83761
页数:11
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