平均一致性算法的脆弱性:随机通信故障对广义Metropolis-Hastings权值设计的影响

M. Kenyeres, J. Kenyeres, I. Budinská
{"title":"平均一致性算法的脆弱性:随机通信故障对广义Metropolis-Hastings权值设计的影响","authors":"M. Kenyeres, J. Kenyeres, I. Budinská","doi":"10.1109/SAMI.2019.8782748","DOIUrl":null,"url":null,"abstract":"The fault tolerance is an important design issue of many real-life applications based on the wireless sensor networks. However, the implementation of protective mechanisms results in increased overall energy consumption, making its usage not optimal. This paper focuses on the fault tolerance of the average consensus algorithm with the generalized Metropolis-Hastings weight design with a modified mixing parameter and without any protection. The robustness of the algorithm is examined using an MSE-metric for four various initial configurations and the obtained results are compared with concurrent weight designs for various failure probabilities.","PeriodicalId":240256,"journal":{"name":"2019 IEEE 17th World Symposium on Applied Machine Intelligence and Informatics (SAMI)","volume":"21 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"Vulnerability of Average Consensus Algorithm: Impact of Stochastic Communication Breakdowns on Generalized Metropolis-Hastings Weight Design\",\"authors\":\"M. Kenyeres, J. Kenyeres, I. Budinská\",\"doi\":\"10.1109/SAMI.2019.8782748\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The fault tolerance is an important design issue of many real-life applications based on the wireless sensor networks. However, the implementation of protective mechanisms results in increased overall energy consumption, making its usage not optimal. This paper focuses on the fault tolerance of the average consensus algorithm with the generalized Metropolis-Hastings weight design with a modified mixing parameter and without any protection. The robustness of the algorithm is examined using an MSE-metric for four various initial configurations and the obtained results are compared with concurrent weight designs for various failure probabilities.\",\"PeriodicalId\":240256,\"journal\":{\"name\":\"2019 IEEE 17th World Symposium on Applied Machine Intelligence and Informatics (SAMI)\",\"volume\":\"21 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2019-01-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2019 IEEE 17th World Symposium on Applied Machine Intelligence and Informatics (SAMI)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/SAMI.2019.8782748\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2019 IEEE 17th World Symposium on Applied Machine Intelligence and Informatics (SAMI)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/SAMI.2019.8782748","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1

摘要

在基于无线传感器网络的实际应用中,容错是一个重要的设计问题。然而,保护机制的实施导致整体能源消耗增加,使其使用不是最佳的。本文研究了采用修正混合参数和不加任何保护的广义Metropolis-Hastings权值设计的平均一致性算法的容错问题。采用四种不同初始配置的mse度量来检验算法的鲁棒性,并将得到的结果与不同失效概率的并发权重设计进行了比较。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Vulnerability of Average Consensus Algorithm: Impact of Stochastic Communication Breakdowns on Generalized Metropolis-Hastings Weight Design
The fault tolerance is an important design issue of many real-life applications based on the wireless sensor networks. However, the implementation of protective mechanisms results in increased overall energy consumption, making its usage not optimal. This paper focuses on the fault tolerance of the average consensus algorithm with the generalized Metropolis-Hastings weight design with a modified mixing parameter and without any protection. The robustness of the algorithm is examined using an MSE-metric for four various initial configurations and the obtained results are compared with concurrent weight designs for various failure probabilities.
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