Entropy Weighted-Based (EWB) I-LEACH Protocol for Energy-Efficient IoT Applications

Prinu C. Philip, Mohammed Abdelhafez
{"title":"Entropy Weighted-Based (EWB) I-LEACH Protocol for Energy-Efficient IoT Applications","authors":"Prinu C. Philip, Mohammed Abdelhafez","doi":"10.1109/GCAIoT51063.2020.9345819","DOIUrl":null,"url":null,"abstract":"The Internet of Things (IoT) is one of the emerging applications in the Wireless Sensor Networks (WSNs). The major concern in WSN is the limited battery power, which can be overcome by selecting the effective cluster head (CH) for the transmission of data in the network. In this paper, an entropy weighted-based I-LEACH protocol is developed for the selection of the CH. The proposed entropy weighted-based I-LEACH protocol is developed by modifying the standard LEACH protocol with the entropy weight. Initially, the IoT nodes are grouped together to form clusters, which is followed by the selection of the cluster head (CH) for the transmission of the data packets to the base station (BS). The CH is selected depending on the threshold value, which is based on the entropy function. The performance metrics, such as number of alive nodes and energy is used for evaluating the effectiveness of the proposed entropy weighted-based (EWB) I-LEACH protocol. The proposed EWB I-LEACH protocol obtained a maximal alive nodes of 11 and maximal energy of 0.1138 J for 50 nodes under dual-slop channel model and obtained a maximal alive nodes of 9 and maximal energy of 0.1116 J for 50 nodes by considering log normal shadowing channel model when compared to the existing protocols.","PeriodicalId":398815,"journal":{"name":"2020 IEEE Global Conference on Artificial Intelligence and Internet of Things (GCAIoT)","volume":"85 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-12-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"4","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2020 IEEE Global Conference on Artificial Intelligence and Internet of Things (GCAIoT)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/GCAIoT51063.2020.9345819","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 4

Abstract

The Internet of Things (IoT) is one of the emerging applications in the Wireless Sensor Networks (WSNs). The major concern in WSN is the limited battery power, which can be overcome by selecting the effective cluster head (CH) for the transmission of data in the network. In this paper, an entropy weighted-based I-LEACH protocol is developed for the selection of the CH. The proposed entropy weighted-based I-LEACH protocol is developed by modifying the standard LEACH protocol with the entropy weight. Initially, the IoT nodes are grouped together to form clusters, which is followed by the selection of the cluster head (CH) for the transmission of the data packets to the base station (BS). The CH is selected depending on the threshold value, which is based on the entropy function. The performance metrics, such as number of alive nodes and energy is used for evaluating the effectiveness of the proposed entropy weighted-based (EWB) I-LEACH protocol. The proposed EWB I-LEACH protocol obtained a maximal alive nodes of 11 and maximal energy of 0.1138 J for 50 nodes under dual-slop channel model and obtained a maximal alive nodes of 9 and maximal energy of 0.1116 J for 50 nodes by considering log normal shadowing channel model when compared to the existing protocols.
基于熵权(EWB)的I-LEACH协议用于节能物联网应用
物联网(IoT)是无线传感器网络(WSNs)的新兴应用之一。无线传感器网络的主要问题是电池电量有限,这可以通过选择有效簇头(CH)来解决。本文提出了一种基于熵权的I-LEACH协议,用于CH的选择。本文提出的基于熵权的I-LEACH协议是通过熵权对标准LEACH协议进行修改而得到的。最初,物联网节点被分组在一起形成集群,然后选择集群头(CH)将数据包传输到基站(BS)。根据阈值选择CH,阈值是基于熵函数的。使用活动节点数和能量等性能指标来评估所提出的基于熵权的I-LEACH协议的有效性。与现有协议相比,在双坡通道模型下,所提出的EWB I-LEACH协议在50个节点上最大活节点为11个,最大能量为0.1138 J;在考虑对数正态阴影通道模型下,该协议在50个节点上最大活节点为9个,最大能量为0.1116 J。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信