基于遗传算法的LEACH协议在WSN中的改进与应用

Hongxia Miao, Xuanxuan Xiao, Bensheng Qi, Kangyu Wang
{"title":"基于遗传算法的LEACH协议在WSN中的改进与应用","authors":"Hongxia Miao, Xuanxuan Xiao, Bensheng Qi, Kangyu Wang","doi":"10.1109/CAMAD.2015.7390517","DOIUrl":null,"url":null,"abstract":"Based on LEACH Protocol, an improved LEACH Protocol (LEACH-H) is proposed based on Genetic Algorithm (GA) in this paper. The weight values of the three influencing factors--the current residual energy of nodes, the number of the neighbor nodes and the distance between nodes and base station are used as its optimization variable. The maximum lifetime of the first and half of the nodes is used as the optimization objective. Finally, the LEACH protocol before and after improvement are applied to the prefabricated substation. The sensor nodes are used to collect equipment operating parameters and substation environmental parameters. LEACH-H and LEACH protocol are used separately for data transmitting. The simulation results show that the lifetime of the first and half of the nodes of LEACH-H protocol is longer than the original LEACH protocol, and the performance of the network is improved.","PeriodicalId":370856,"journal":{"name":"2015 IEEE 20th International Workshop on Computer Aided Modelling and Design of Communication Links and Networks (CAMAD)","volume":"102 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2015-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"23","resultStr":"{\"title\":\"Improvement and application of LEACH Protocol based on Genetic Algorithm for WSN\",\"authors\":\"Hongxia Miao, Xuanxuan Xiao, Bensheng Qi, Kangyu Wang\",\"doi\":\"10.1109/CAMAD.2015.7390517\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Based on LEACH Protocol, an improved LEACH Protocol (LEACH-H) is proposed based on Genetic Algorithm (GA) in this paper. The weight values of the three influencing factors--the current residual energy of nodes, the number of the neighbor nodes and the distance between nodes and base station are used as its optimization variable. The maximum lifetime of the first and half of the nodes is used as the optimization objective. Finally, the LEACH protocol before and after improvement are applied to the prefabricated substation. The sensor nodes are used to collect equipment operating parameters and substation environmental parameters. LEACH-H and LEACH protocol are used separately for data transmitting. The simulation results show that the lifetime of the first and half of the nodes of LEACH-H protocol is longer than the original LEACH protocol, and the performance of the network is improved.\",\"PeriodicalId\":370856,\"journal\":{\"name\":\"2015 IEEE 20th International Workshop on Computer Aided Modelling and Design of Communication Links and Networks (CAMAD)\",\"volume\":\"102 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2015-09-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"23\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2015 IEEE 20th International Workshop on Computer Aided Modelling and Design of Communication Links and Networks (CAMAD)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/CAMAD.2015.7390517\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2015 IEEE 20th International Workshop on Computer Aided Modelling and Design of Communication Links and Networks (CAMAD)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CAMAD.2015.7390517","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 23

摘要

在LEACH协议的基础上,提出了一种基于遗传算法的改进LEACH协议(LEACH- h)。选取节点当前剩余能量、相邻节点数量、节点与基站距离这三个影响因素的权重值作为优化变量。将节点的前两个节点的最大生存期作为优化目标。最后,将改进前后的LEACH协议应用于装配式变电站。传感器节点用于采集设备运行参数和变电站环境参数。LEACH- h和LEACH协议分别用于数据传输。仿真结果表明,LEACH- h协议的前半部分节点的生存期比原LEACH协议长,网络性能得到了提高。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Improvement and application of LEACH Protocol based on Genetic Algorithm for WSN
Based on LEACH Protocol, an improved LEACH Protocol (LEACH-H) is proposed based on Genetic Algorithm (GA) in this paper. The weight values of the three influencing factors--the current residual energy of nodes, the number of the neighbor nodes and the distance between nodes and base station are used as its optimization variable. The maximum lifetime of the first and half of the nodes is used as the optimization objective. Finally, the LEACH protocol before and after improvement are applied to the prefabricated substation. The sensor nodes are used to collect equipment operating parameters and substation environmental parameters. LEACH-H and LEACH protocol are used separately for data transmitting. The simulation results show that the lifetime of the first and half of the nodes of LEACH-H protocol is longer than the original LEACH protocol, and the performance of the network is improved.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
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