Multi-group multi-verse optimizer for energy efficient for routing algorithm in wireless sensor network

Author:

Jia Han-Dong1,Li Wei2,Pan Jeng-Shyang1,Chai Qing-Wei1,Chu Shu-Chuan13

Affiliation:

1. College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, China

2. Faculty of the Built Environment, The University of New South Wales, NSW, Australia

3. College of Science and Engineering, Flinders University, Clovelly Park, SA, Australia

Abstract

Wireless sensor network (WSN) is a network composed of a group of wireless sensors with limited energy. With the proliferation of sensor nodes, organization and management of sensor nodes become a challenging task. In this paper, a new topology is proposed to solve the routing problem in wireless sensor networks. Firstly, the sensor nodes are layered to avoid the ring path between cluster heads. Then the nodes of each layer are clustered to facilitate the integration of information and reduce energy dissipation. Moreover, we propose efficient multiverse optimization to mitigate the impact of local optimal solution prematurely and the population diversity declines prematurely. Extensive empirical studies on the CEC 2013 benchmark demonstrate the effectiveness of our new approach. The improved algorithm is further combined with the new topology to handle the routing problem in wireless sensor networks. The energy dissipation generated in routing is significantly lower than that of Multi-Verse Optimizer, Particle Swarm Optimization, and Parallel Particle Swarm Optimization in a wireless sensor network consisting of 5000 nodes.

Publisher

IOS Press

Subject

Artificial Intelligence,General Engineering,Statistics and Probability

Reference61 articles.

1. Abidi B. , Jilbab A. and El Haziti M. , Chapter 1 - Routing protocols for wireless sensor networks: A survey, Advances in Ubiquitous Computing, Advances in ubiquitous sensing applications for healthcare. 3–15, Academic Press, 2020.

2. Real-time heart pulse monitoring technique using wireless sensor network and mobile application;Ali;International Journal of Electrical and Computer Engineering,2018

3. Applying adaptive and self assessment fish migration optimization on localization of wireless sensor network on 3-d terrain;Chai;Journal of Information Hiding and Multimedia Signal Processing,2020

4. A parallel particle swarm optimization algorithm with communication strategies;Chang;Journal of Information Science and Engineering,2005

5. Discovering high utility-occupancy patterns from uncertain data;Chen;Information Sciences,2021

Cited by 1 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. A novel hybrid multi-verse optimizer with queuing search algorithm;Journal of Intelligent & Fuzzy Systems;2023-06-01

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3