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Application of Stochastic Optimization to Optimal Preventive Maintenance Problem
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作者 Petr Volf 《Journal of Applied Mathematics and Physics》 2021年第10期2461-2475,共15页
The contribution deals with the optimization of a sequential preventive maintenance schedule of a technical device. We are given an initial time-to-failure probability distribution, model of changes of this distributi... The contribution deals with the optimization of a sequential preventive maintenance schedule of a technical device. We are given an initial time-to-failure probability distribution, model of changes of this distribution after maintenance actions, as well as the costs of maintenance, of a device acquisition, and of the impact of failure. The maintenance timing and, eventually, its extent, are the matter of optimization. The objective of the contribution is two-fold: first, to formulate a proper (random) objective function evaluating the lifetime of the maintained device relatively to maintenance costs;second, to propose a numerical method searching for a maintenance policy optimizing selected characteristics of this objective function. The method is based on the MCMC random search combined with simulated annealing. It is also shown that such a method is rather universal for different problem specifications. The approach will be illustrated on an artificial example dealing with accelerated lifetime after each maintenance action. 展开更多
关键词 RELIABILITY Preventive Maintenance MCMC Algorithms Simulated Annealing Stochastic Optimization Accelerated lifetime Model
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Lifetime prediction based on Gamma processes from accelerated degradation data 被引量:23
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作者 Wang Haowei Xu Tingxue Mi Qiaoli 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2015年第1期172-179,共8页
Accelerated degradation test is a useful approach to predict the product lifetime at the normal use stress level, especially for highly reliable products. Two kinds of the lifetime prediction based on Gamma processes ... Accelerated degradation test is a useful approach to predict the product lifetime at the normal use stress level, especially for highly reliable products. Two kinds of the lifetime prediction based on Gamma processes were studied. One was to predict the lifetime of the population from accelerated degradation data, and the other was to predict the lifetime of an individual by taking the accelerated degradation data as prior information. For an extensive application, the Gamma process with a time transformation and random effects was considered. A novel contribution is that a deducing method for determining the relationships between the shape and scale parameters of Gamma processes and accelerated stresses was presented. When predicting the lifetime of an individual, Bayesian inference methods were adopted to improve the prediction accuracy, in which the conjugate prior distribution and the non-conjugate prior distribution of random parameters were studied. The conjugate prior distribution only considers the random effect of the scale parameter while the non-conjugate prior distribution considers the random effects of both the scale and shape parameter. The application and usefulness of the proposed method was demonstrated by the accelerated degradation data of carbon-film resistors. 展开更多
关键词 conjugate accelerated prior lifetime Bayesian determining illustrated likelihood acceleration fitting
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Lifetime prediction of electrical connectors under multiple environment stresses of temperature and particulate contamination 被引量:3
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作者 Li Qingya Gao Jinchun +2 位作者 Xie Gang Jin Qiuyan Ji Rui 《The Journal of China Universities of Posts and Telecommunications》 EI CSCD 2016年第5期61-67,81,共8页
Electrical connectors play a significant role in the electronic and communication systems. As they are often exposed in the atmosphere environment, it is extremely easy for them to cause electrical contact failure. It... Electrical connectors play a significant role in the electronic and communication systems. As they are often exposed in the atmosphere environment, it is extremely easy for them to cause electrical contact failure. It is essential to carry out the reliability modeling and predict the lifetime. In the present work, the accelerated lifetime testing method which is on account of the uniform design method was designed to obtain the degradation data under multiple environmental stresses of temperature and particulate contamination for electrical connectors. Based on the degradation data, the pseudo life can be acquired. Then the reliability model was established by analyzing the pseudo life. Accordingly, the reliability function and reliable lifetime function were set up, and the reliable lifetime of the connectors under the multiple environment stresses of temperature and particulate contamination could be predicted for electrical connectors, 展开更多
关键词 electrical connectors accelerated lifetime testing lifetime prediction
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Rapid evaluation method for the normal lifetime of an infrared light-emitting diode
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作者 郭小峰 谭满清 +3 位作者 韦欣 焦健 郭文涛 孙宁宁 《Journal of Semiconductors》 EI CAS CSCD 2013年第11期61-64,共4页
Based on the Arrhenius model, a rapid evaluation method for an infrared diode's normal lifetime is proposed, and the theoretical model is constructed. Accelerated life testing of an infrared light-emitting diode (IR... Based on the Arrhenius model, a rapid evaluation method for an infrared diode's normal lifetime is proposed, and the theoretical model is constructed. Accelerated life testing of an infrared light-emitting diode (IRLED), which takes less time than usual, is carried out under temperature and electric current stress. Using this method, the activation energy and the IRLED's normal lifetime are calculated and analyzed. Key words: Arrhenius model; acceleration lifetime test; IRLED; activation energy 展开更多
关键词 Arrhenius model acceleration lifetime test IRLED activation energy
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The expression correction of transistor current gain and its application in reliability assessment
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作者 齐浩淳 张小玲 +3 位作者 谢雪松 赵利 陈成菊 吕长志 《Journal of Semiconductors》 EI CAS CSCD 2014年第9期71-75,共5页
Considering the impacts of ideal factor n, VBE and band gap changes with the temperature on current gain, the current gain expression has been corrected to make the results closer to the actual test. Besides, the acce... Considering the impacts of ideal factor n, VBE and band gap changes with the temperature on current gain, the current gain expression has been corrected to make the results closer to the actual test. Besides, the accelerating lifetime study method in the constant temperature-humidity stress is used to estimate the reliability of the same batch transistors. Applying the revised findings from the expression, the current gains before and after the test are compared and analyzed, and, according to the degradation data of the current gain, the transistor lifetimes in the test stress are respectively extrapolated in the different failure criteria. 展开更多
关键词 bipolar transistors temperature feature current gain accelerating lifetime
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Statistical Inference for a Simple Step Stress Model with Competing Risks Based on Generalized Type-ⅠHybrid Censoring
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作者 Song MAO Bin LIU Yimin SHI 《Journal of Systems Science and Information》 CSCD 2021年第5期533-548,共16页
This paper investigates a simple step-stress accelerated lifetime test(SSALT)model for the inferential analysis of exponential competing risks data.A generalized type-I hybrid censoring scheme is employed to improve t... This paper investigates a simple step-stress accelerated lifetime test(SSALT)model for the inferential analysis of exponential competing risks data.A generalized type-I hybrid censoring scheme is employed to improve the efficiency and controllability of the test.Firstly,the MLEs for parameters are established based on the cumulative exposure model(CEM).Then the conditional moment generating function(MGF)for unknown parameters is set up using conditional expectation and multiple integral techniques.Thirdly,confidence intervals(CIs)are constructed by the exact MGF-based method,the approximate normality-based method,and the bias-corrected and accelerated(BCa)percentile bootstrap method.Finally,we present simulation studies and an illustrative example to compare the performances of different methods. 展开更多
关键词 step-stress accelerated lifetime testing generalized hybrid censoring scheme cumulative exposure model moment generating function
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