Faster and more accurate FDI for hybrid systems using hybrid possible conflicts

A. Bregón, C. Alonso-González, B. Pulido
{"title":"Faster and more accurate FDI for hybrid systems using hybrid possible conflicts","authors":"A. Bregón, C. Alonso-González, B. Pulido","doi":"10.1109/SYSTOL.2016.7739798","DOIUrl":null,"url":null,"abstract":"Model-based fault isolation and identification in hybrid systems is computationally expensive or even unfeasible for complex systems due to the presence of uncertainty concerning the actual state, and also due to the presence of both discrete and parametric faults coupled with changing modes in the system. In this work we improve fault isolation and identification performance for hybrid systems diagnosis using Hybrid Possible Conflicts. Fault detection with Hybrid Possible Conflicts relied upon a statistical test to decide when a significant deviation in the residual occurs. Fault detection time is later used to trigger the fault isolation and identification stages. In this work we propose to analyze the evolution of the residual signal using CUSUM to find a more accurate estimation of the time of fault occurrence, which allows to improve both the potential new modes tracking and the parametric fault identification. Moreover, we extend our previous proposal for fault identification in continuous systems allowing mode changes while performing parameter identification.","PeriodicalId":223249,"journal":{"name":"2016 3rd Conference on Control and Fault-Tolerant Systems (SysTol)","volume":"52 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2016-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2016 3rd Conference on Control and Fault-Tolerant Systems (SysTol)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/SYSTOL.2016.7739798","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 2

Abstract

Model-based fault isolation and identification in hybrid systems is computationally expensive or even unfeasible for complex systems due to the presence of uncertainty concerning the actual state, and also due to the presence of both discrete and parametric faults coupled with changing modes in the system. In this work we improve fault isolation and identification performance for hybrid systems diagnosis using Hybrid Possible Conflicts. Fault detection with Hybrid Possible Conflicts relied upon a statistical test to decide when a significant deviation in the residual occurs. Fault detection time is later used to trigger the fault isolation and identification stages. In this work we propose to analyze the evolution of the residual signal using CUSUM to find a more accurate estimation of the time of fault occurrence, which allows to improve both the potential new modes tracking and the parametric fault identification. Moreover, we extend our previous proposal for fault identification in continuous systems allowing mode changes while performing parameter identification.
利用混合可能冲突对混合系统进行更快、更准确的FDI
混合系统中基于模型的故障隔离和识别在计算上是昂贵的,甚至对于复杂系统来说是不可行的,因为存在关于实际状态的不确定性,而且由于系统中存在离散和参数故障,并且伴随着系统模式的变化。本文利用混合可能冲突改进了混合系统的故障隔离和识别性能。基于混合可能冲突的故障检测依赖于统计检验来判断残差中何时出现显著偏差。故障检测时间用于触发故障隔离和识别阶段。在这项工作中,我们提出使用CUSUM分析剩余信号的演变,以找到更准确的故障发生时间估计,从而可以改进潜在新模式的跟踪和参数故障识别。此外,我们扩展了之前的建议,用于连续系统的故障识别,允许在进行参数识别的同时进行模式变化。
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:604180095
Book学术官方微信
小红书