基于d -效率的加速寿命试验方案等效优化设计

W. Sun, Yunxia Chen
{"title":"基于d -效率的加速寿命试验方案等效优化设计","authors":"W. Sun, Yunxia Chen","doi":"10.1109/PHM.2016.7819928","DOIUrl":null,"url":null,"abstract":"Equivalent optimum design is a new method of designing an optimum accelerated life test scheme. Traditional method is to establish a statistical model based on the corresponding life distribution and acceleration model under the premise of determining the test stress loading mode. The premise of predetermined stress loading mode results in a locally optimal solution, rather than achieving the global optimal requirement of minimizing the test time or cost during the period of actual experimental implementation. The existing equivalent experimental design has already compensated for the above constraints roughly, which provides an equivalent conversion approach between different accelerated life test plans. Thus, an equivalent design scheme can be obtained on the baseline of existing optimal constant stress accelerated life test. However, the current equivalent criterion is a little bit too harsh that is to request the equation of two plans' corresponding quintile life asymptotic variance under normal stress level or fisher matrix determinant. It is difficult to obtain the satisfied solutions. In this paper, a new equivalent optimization method is proposed based on a new equivalent criterion called D-efficiency. With this method, equivalent design scheme can be realized by utilizing the ratio of fisher information matrix determinant to measure the equivalent degree. In this work, it assumes the fisher matrix determinant of optimal constant-stress accelerated life test is the baseline to determine the objective of an optimal model. The constraints can be built with several parameters of the original constant stress test plan. Finally, an example of the equivalent design was provided, which we changed the stress loading mode from constant-stress to step-stress. Different equivalent plans has been presented by changing the stress loading modes to reduce the test time or lower the cost of test under condition of the same accuracy of life prediction.","PeriodicalId":202597,"journal":{"name":"2016 Prognostics and System Health Management Conference (PHM-Chengdu)","volume":"37 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2016-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"Equivalent optimum design for accelerated life test scheme based on D-efficiency\",\"authors\":\"W. Sun, Yunxia Chen\",\"doi\":\"10.1109/PHM.2016.7819928\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Equivalent optimum design is a new method of designing an optimum accelerated life test scheme. Traditional method is to establish a statistical model based on the corresponding life distribution and acceleration model under the premise of determining the test stress loading mode. The premise of predetermined stress loading mode results in a locally optimal solution, rather than achieving the global optimal requirement of minimizing the test time or cost during the period of actual experimental implementation. The existing equivalent experimental design has already compensated for the above constraints roughly, which provides an equivalent conversion approach between different accelerated life test plans. Thus, an equivalent design scheme can be obtained on the baseline of existing optimal constant stress accelerated life test. However, the current equivalent criterion is a little bit too harsh that is to request the equation of two plans' corresponding quintile life asymptotic variance under normal stress level or fisher matrix determinant. It is difficult to obtain the satisfied solutions. In this paper, a new equivalent optimization method is proposed based on a new equivalent criterion called D-efficiency. With this method, equivalent design scheme can be realized by utilizing the ratio of fisher information matrix determinant to measure the equivalent degree. In this work, it assumes the fisher matrix determinant of optimal constant-stress accelerated life test is the baseline to determine the objective of an optimal model. The constraints can be built with several parameters of the original constant stress test plan. Finally, an example of the equivalent design was provided, which we changed the stress loading mode from constant-stress to step-stress. Different equivalent plans has been presented by changing the stress loading modes to reduce the test time or lower the cost of test under condition of the same accuracy of life prediction.\",\"PeriodicalId\":202597,\"journal\":{\"name\":\"2016 Prognostics and System Health Management Conference (PHM-Chengdu)\",\"volume\":\"37 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.2016.7819928\",\"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.2016.7819928","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

等效优化设计是一种设计优化加速寿命试验方案的新方法。传统的方法是在确定试验应力加载方式的前提下,根据相应的寿命分布和加速度模型建立统计模型。在预先确定应力加载模式的前提下,得到的是局部最优解,而不是在实际实验实施过程中达到最小化试验时间或成本的全局最优要求。现有的等效实验设计已经对上述约束条件进行了较为粗略的补偿,为不同加速寿命试验方案之间的等效转换提供了途径。从而可以在现有最优恒应力加速寿命试验的基线上得到等效设计方案。但是,目前的等效判据有点过于苛刻,即要求两个方案对应的五分位寿命在正常应力水平或fisher矩阵行列式下的渐近方差方程。很难得到满意的解。基于新的等效准则d -效率,提出了一种新的等效优化方法。该方法利用fisher信息矩阵行列式的比值来度量等效程度,从而实现等效设计方案。在这项工作中,它假设最优恒应力加速寿命试验的fisher矩阵行列式是确定最优模型目标的基线。约束条件可由原恒应力试验方案的多个参数组成。最后给出了等效设计实例,将应力加载模式由恒应力模式改为阶梯应力模式。在相同寿命预测精度的条件下,通过改变应力加载方式,提出了不同的等效方案,以减少试验时间或降低试验成本。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Equivalent optimum design for accelerated life test scheme based on D-efficiency
Equivalent optimum design is a new method of designing an optimum accelerated life test scheme. Traditional method is to establish a statistical model based on the corresponding life distribution and acceleration model under the premise of determining the test stress loading mode. The premise of predetermined stress loading mode results in a locally optimal solution, rather than achieving the global optimal requirement of minimizing the test time or cost during the period of actual experimental implementation. The existing equivalent experimental design has already compensated for the above constraints roughly, which provides an equivalent conversion approach between different accelerated life test plans. Thus, an equivalent design scheme can be obtained on the baseline of existing optimal constant stress accelerated life test. However, the current equivalent criterion is a little bit too harsh that is to request the equation of two plans' corresponding quintile life asymptotic variance under normal stress level or fisher matrix determinant. It is difficult to obtain the satisfied solutions. In this paper, a new equivalent optimization method is proposed based on a new equivalent criterion called D-efficiency. With this method, equivalent design scheme can be realized by utilizing the ratio of fisher information matrix determinant to measure the equivalent degree. In this work, it assumes the fisher matrix determinant of optimal constant-stress accelerated life test is the baseline to determine the objective of an optimal model. The constraints can be built with several parameters of the original constant stress test plan. Finally, an example of the equivalent design was provided, which we changed the stress loading mode from constant-stress to step-stress. Different equivalent plans has been presented by changing the stress loading modes to reduce the test time or lower the cost of test under condition of the same accuracy of life prediction.
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