{"title":"具有威布尔寿命分布的单次装置多步应力加速寿命试验优化设计","authors":"Man Ho Ling","doi":"10.1109/TR.2024.3480969","DOIUrl":null,"url":null,"abstract":"Step-stress accelerated life tests have gained increased attention in industry and academia as a method to induce rapid product failures and gather more failure data for reliability analysis. This article presents the optimal step-stress accelerated life testing design with multiple stress levels for one-shot devices, which are designed for single-use and subsequent disposal. The proposed approach determines the optimal inspection times and allocation of test items at different stress levels to minimize the asymptotic variance of the maximum likelihood estimator of the reliability at a specific mission time under normal operating conditions, assuming Weibull lifetime distributions. One of the key contributions of this article is that the constrained optimization problem is reformulated as unconstrained, enabling the use of standard optimization techniques. A real case study of grease-based magnetorheological fluids is used to demonstrate the practicality of the proposed optimal design approach. The results indicate that a step-stress accelerated life test with three stress levels and gradually decreasing temperature levels is recommended for the reliability assessment. This article challenges the conventional assumption that step-stress accelerated life testing designs with increasing stress levels are always the most efficient approach. The proposed framework provides a useful tool for designing efficient step-stress accelerated life tests to evaluate the reliability of one-shot devices.","PeriodicalId":56305,"journal":{"name":"IEEE Transactions on Reliability","volume":"74 3","pages":"3017-3027"},"PeriodicalIF":5.7000,"publicationDate":"2024-10-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10737405","citationCount":"0","resultStr":"{\"title\":\"Optimal Designs of Multiple Step-Stress Accelerated Life Tests for One-Shot Devices With Weibull Lifetime Distributions\",\"authors\":\"Man Ho Ling\",\"doi\":\"10.1109/TR.2024.3480969\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Step-stress accelerated life tests have gained increased attention in industry and academia as a method to induce rapid product failures and gather more failure data for reliability analysis. This article presents the optimal step-stress accelerated life testing design with multiple stress levels for one-shot devices, which are designed for single-use and subsequent disposal. The proposed approach determines the optimal inspection times and allocation of test items at different stress levels to minimize the asymptotic variance of the maximum likelihood estimator of the reliability at a specific mission time under normal operating conditions, assuming Weibull lifetime distributions. One of the key contributions of this article is that the constrained optimization problem is reformulated as unconstrained, enabling the use of standard optimization techniques. A real case study of grease-based magnetorheological fluids is used to demonstrate the practicality of the proposed optimal design approach. The results indicate that a step-stress accelerated life test with three stress levels and gradually decreasing temperature levels is recommended for the reliability assessment. This article challenges the conventional assumption that step-stress accelerated life testing designs with increasing stress levels are always the most efficient approach. The proposed framework provides a useful tool for designing efficient step-stress accelerated life tests to evaluate the reliability of one-shot devices.\",\"PeriodicalId\":56305,\"journal\":{\"name\":\"IEEE Transactions on Reliability\",\"volume\":\"74 3\",\"pages\":\"3017-3027\"},\"PeriodicalIF\":5.7000,\"publicationDate\":\"2024-10-29\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10737405\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"IEEE Transactions on Reliability\",\"FirstCategoryId\":\"94\",\"ListUrlMain\":\"https://ieeexplore.ieee.org/document/10737405/\",\"RegionNum\":2,\"RegionCategory\":\"计算机科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"COMPUTER SCIENCE, HARDWARE & ARCHITECTURE\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Transactions on Reliability","FirstCategoryId":"94","ListUrlMain":"https://ieeexplore.ieee.org/document/10737405/","RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"COMPUTER SCIENCE, HARDWARE & ARCHITECTURE","Score":null,"Total":0}
Optimal Designs of Multiple Step-Stress Accelerated Life Tests for One-Shot Devices With Weibull Lifetime Distributions
Step-stress accelerated life tests have gained increased attention in industry and academia as a method to induce rapid product failures and gather more failure data for reliability analysis. This article presents the optimal step-stress accelerated life testing design with multiple stress levels for one-shot devices, which are designed for single-use and subsequent disposal. The proposed approach determines the optimal inspection times and allocation of test items at different stress levels to minimize the asymptotic variance of the maximum likelihood estimator of the reliability at a specific mission time under normal operating conditions, assuming Weibull lifetime distributions. One of the key contributions of this article is that the constrained optimization problem is reformulated as unconstrained, enabling the use of standard optimization techniques. A real case study of grease-based magnetorheological fluids is used to demonstrate the practicality of the proposed optimal design approach. The results indicate that a step-stress accelerated life test with three stress levels and gradually decreasing temperature levels is recommended for the reliability assessment. This article challenges the conventional assumption that step-stress accelerated life testing designs with increasing stress levels are always the most efficient approach. The proposed framework provides a useful tool for designing efficient step-stress accelerated life tests to evaluate the reliability of one-shot devices.
期刊介绍:
IEEE Transactions on Reliability is a refereed journal for the reliability and allied disciplines including, but not limited to, maintainability, physics of failure, life testing, prognostics, design and manufacture for reliability, reliability for systems of systems, network availability, mission success, warranty, safety, and various measures of effectiveness. Topics eligible for publication range from hardware to software, from materials to systems, from consumer and industrial devices to manufacturing plants, from individual items to networks, from techniques for making things better to ways of predicting and measuring behavior in the field. As an engineering subject that supports new and existing technologies, we constantly expand into new areas of the assurance sciences.