模糊失效准则的矩无关性重要性测度及其Kriging解

Guijie Li, C. Xie, F. Wei
{"title":"模糊失效准则的矩无关性重要性测度及其Kriging解","authors":"Guijie Li, C. Xie, F. Wei","doi":"10.1109/PHM.2016.7819898","DOIUrl":null,"url":null,"abstract":"For analyzing the effects of the uncertainties of the fuzzy failure criterion and the input variables on fuzzy failure probability, the moment-independence importance measure (MIIM) model on the fuzzy failure probability for the fuzzy state structural system is proposed. Firstly, according to the fuzzy random theory, the fuzzy failure criterion is transformed into the equivalent additional random variable of the structural system, whose the probability density function (PDF) and cumulative distribution function (CDF) are obtained by analyzing the membership of the fuzzy failure criterion. Secondly, the equivalent performance function after introducing additional random variable is established. The difference between the conditional fuzzy failure probability and unconditional one is employed to define a moment-independent measure index in this paper. Through establishing surrogate model of equivalent performance function using kriging method, the kriging-based method is established to estimate the define MIIM index, which can reduce the computational cost effectively. An engineering example is used to demonstrate the feasibility and rationality of the proposed importance measure model and the efficient and precision of the kriging solution.","PeriodicalId":202597,"journal":{"name":"2016 Prognostics and System Health Management Conference (PHM-Chengdu)","volume":"17 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2016-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"The moment-independence importance measure for fuzzy failure criterion and its Kriging solution\",\"authors\":\"Guijie Li, C. Xie, F. Wei\",\"doi\":\"10.1109/PHM.2016.7819898\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"For analyzing the effects of the uncertainties of the fuzzy failure criterion and the input variables on fuzzy failure probability, the moment-independence importance measure (MIIM) model on the fuzzy failure probability for the fuzzy state structural system is proposed. Firstly, according to the fuzzy random theory, the fuzzy failure criterion is transformed into the equivalent additional random variable of the structural system, whose the probability density function (PDF) and cumulative distribution function (CDF) are obtained by analyzing the membership of the fuzzy failure criterion. Secondly, the equivalent performance function after introducing additional random variable is established. The difference between the conditional fuzzy failure probability and unconditional one is employed to define a moment-independent measure index in this paper. Through establishing surrogate model of equivalent performance function using kriging method, the kriging-based method is established to estimate the define MIIM index, which can reduce the computational cost effectively. An engineering example is used to demonstrate the feasibility and rationality of the proposed importance measure model and the efficient and precision of the kriging solution.\",\"PeriodicalId\":202597,\"journal\":{\"name\":\"2016 Prognostics and System Health Management Conference (PHM-Chengdu)\",\"volume\":\"17 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2016-10-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2016 Prognostics and System Health Management Conference (PHM-Chengdu)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/PHM.2016.7819898\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2016 Prognostics and System Health Management Conference (PHM-Chengdu)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/PHM.2016.7819898","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

为了分析模糊失效准则和输入变量的不确定性对模糊失效概率的影响,提出了模糊状态结构系统模糊失效概率的矩无关重要性测度(MIIM)模型。首先,根据模糊随机理论,将模糊破坏准则转化为结构系统的等效附加随机变量,通过分析模糊破坏准则的隶属度,得到其概率密度函数(PDF)和累积分布函数(CDF);其次,建立了引入附加随机变量后的等效性能函数;本文利用条件模糊失效概率与无条件模糊失效概率的差值来定义与矩无关的测度指标。通过利用克里格方法建立等效性能函数的代理模型,建立了基于克里格的MIIM指标定义估计方法,有效地降低了计算成本。工程实例验证了所提出的重要性度量模型的可行性和合理性,以及克里格解的有效性和精度。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The moment-independence importance measure for fuzzy failure criterion and its Kriging solution
For analyzing the effects of the uncertainties of the fuzzy failure criterion and the input variables on fuzzy failure probability, the moment-independence importance measure (MIIM) model on the fuzzy failure probability for the fuzzy state structural system is proposed. Firstly, according to the fuzzy random theory, the fuzzy failure criterion is transformed into the equivalent additional random variable of the structural system, whose the probability density function (PDF) and cumulative distribution function (CDF) are obtained by analyzing the membership of the fuzzy failure criterion. Secondly, the equivalent performance function after introducing additional random variable is established. The difference between the conditional fuzzy failure probability and unconditional one is employed to define a moment-independent measure index in this paper. Through establishing surrogate model of equivalent performance function using kriging method, the kriging-based method is established to estimate the define MIIM index, which can reduce the computational cost effectively. An engineering example is used to demonstrate the feasibility and rationality of the proposed importance measure model and the efficient and precision of the kriging solution.
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