Fault diagnosis based on granular matrix-SDG and its application

Feng Zhan, Keming Xie, Jingge Zhao, Gang Xie
{"title":"Fault diagnosis based on granular matrix-SDG and its application","authors":"Feng Zhan, Keming Xie, Jingge Zhao, Gang Xie","doi":"10.1109/GRC.2009.5255021","DOIUrl":null,"url":null,"abstract":"The hierarchical fault diagnosis based on granular matrix and Signed Directed Graph (SDG) is presented in the paper. Granular Computing (GrC) theory can be introduced into SDG-based fault diagnosis to optimize the decision table. The rules of fault diagnosis are reasoned out through searching the associated path of the SDG model. The redundant nodes of the failure diagnosis rules are reduced by the attribute reduction algorithm based on granular matrix, which can simplify the solution of failure diagnosis, avoid the setting of the redundant sensor, and decrease the complexity of collocating sensor network. Compared with the traditional failure diagnosis based on SDG, the designed scheme and an experimental example of a hot nitric acid cooling failure diagnosis system show that the hierarchical fault diagnosis based on granular matrix and SDG in the paper is not only feasibly and effectively, but also valuable in practice.","PeriodicalId":388774,"journal":{"name":"2009 IEEE International Conference on Granular Computing","volume":"64 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2009-09-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2009 IEEE International Conference on Granular Computing","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/GRC.2009.5255021","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 3

Abstract

The hierarchical fault diagnosis based on granular matrix and Signed Directed Graph (SDG) is presented in the paper. Granular Computing (GrC) theory can be introduced into SDG-based fault diagnosis to optimize the decision table. The rules of fault diagnosis are reasoned out through searching the associated path of the SDG model. The redundant nodes of the failure diagnosis rules are reduced by the attribute reduction algorithm based on granular matrix, which can simplify the solution of failure diagnosis, avoid the setting of the redundant sensor, and decrease the complexity of collocating sensor network. Compared with the traditional failure diagnosis based on SDG, the designed scheme and an experimental example of a hot nitric acid cooling failure diagnosis system show that the hierarchical fault diagnosis based on granular matrix and SDG in the paper is not only feasibly and effectively, but also valuable in practice.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
基于颗粒矩阵sdg的故障诊断及其应用
提出了基于颗粒矩阵和签名有向图的分层故障诊断方法。将颗粒计算(GrC)理论引入到基于sdg的故障诊断中,优化决策表。通过搜索SDG模型的关联路径,推导出故障诊断规则。采用基于颗粒矩阵的属性约简算法对故障诊断规则的冗余节点进行约简,简化了故障诊断的求解,避免了冗余传感器的设置,降低了传感器网络配置的复杂性。与传统的基于SDG的故障诊断方法相比,设计方案和热硝酸冷却故障诊断系统的实验实例表明,本文基于颗粒矩阵和SDG的分层故障诊断方法不仅可行有效,而且具有一定的实用价值。
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 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
On SP-closedness in L-topological spaces A comprehensive evaluation method based on extenics and rough set A two-step approach for solving the flexible job shop scheduling problem A fast and accurate collaborative filter Attribute Grid Computer based on Qualitative Mapping and its application in pattern Recognition
×
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
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 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 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1