Estimation and Control for Industrial Products Reliability under Failure Trials

In practices, most industrial products are subject to sudden failure and only failure information can be collected, which presents a great challenge for reliability prediction of modern devices. To address this issue, our paper proposes a dynamic reliability estimation and control for industrial pro...

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Main Authors: Kui Wang, Lili Ding
Format: Article
Language:English
Published: Wiley 2020-01-01
Series:Shock and Vibration
Online Access:http://dx.doi.org/10.1155/2020/8810047
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author Kui Wang
Lili Ding
author_facet Kui Wang
Lili Ding
author_sort Kui Wang
collection DOAJ
description In practices, most industrial products are subject to sudden failure and only failure information can be collected, which presents a great challenge for reliability prediction of modern devices. To address this issue, our paper proposes a dynamic reliability estimation and control for industrial products under regular failure trials. The failure trial is performed at different operational time points of the products, which provides sole data source for evaluating the status of industrial products. We use Bayesian approach to dynamically estimate the industrial products when the failure trial is available. The estimated reliability is updated using a point estimate with new available data. To maintain the reliability of products at a desirable status, a reliability control method is presented to monitor the confidence interval of reliability distribution. The lower limit of confidence interval is maintained above a control limit, which indicates that a corresponding quality-assurance action is preferable. The proposed reliability estimation and control approach is demonstrated using a case of light-emitting diodes under failure trials at production process. The obtained results indicate the effectiveness of our estimation and control model.
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series Shock and Vibration
spelling doaj-art-f59c0762dbb343b7926dd338414bc0052025-02-03T01:07:08ZengWileyShock and Vibration1070-96221875-92032020-01-01202010.1155/2020/88100478810047Estimation and Control for Industrial Products Reliability under Failure TrialsKui Wang0Lili Ding1School of Mechanical Science and Engineering, Huazhong University of Science and Technology, Wuhan 430074, ChinaYichang Meteorological Bureau, Yichang 443000, ChinaIn practices, most industrial products are subject to sudden failure and only failure information can be collected, which presents a great challenge for reliability prediction of modern devices. To address this issue, our paper proposes a dynamic reliability estimation and control for industrial products under regular failure trials. The failure trial is performed at different operational time points of the products, which provides sole data source for evaluating the status of industrial products. We use Bayesian approach to dynamically estimate the industrial products when the failure trial is available. The estimated reliability is updated using a point estimate with new available data. To maintain the reliability of products at a desirable status, a reliability control method is presented to monitor the confidence interval of reliability distribution. The lower limit of confidence interval is maintained above a control limit, which indicates that a corresponding quality-assurance action is preferable. The proposed reliability estimation and control approach is demonstrated using a case of light-emitting diodes under failure trials at production process. The obtained results indicate the effectiveness of our estimation and control model.http://dx.doi.org/10.1155/2020/8810047
spellingShingle Kui Wang
Lili Ding
Estimation and Control for Industrial Products Reliability under Failure Trials
Shock and Vibration
title Estimation and Control for Industrial Products Reliability under Failure Trials
title_full Estimation and Control for Industrial Products Reliability under Failure Trials
title_fullStr Estimation and Control for Industrial Products Reliability under Failure Trials
title_full_unstemmed Estimation and Control for Industrial Products Reliability under Failure Trials
title_short Estimation and Control for Industrial Products Reliability under Failure Trials
title_sort estimation and control for industrial products reliability under failure trials
url http://dx.doi.org/10.1155/2020/8810047
work_keys_str_mv AT kuiwang estimationandcontrolforindustrialproductsreliabilityunderfailuretrials
AT liliding estimationandcontrolforindustrialproductsreliabilityunderfailuretrials