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Bayesian Online Reliability Estimation Based on Two-Stage Wiener Process Degradation Model

  • Beihang University

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

Deteriorate process of products with the effect of various degradation mechanism or complex components often shows a multiphase degradation phenomenon. Misspecification of single-phase degradation model will lead to poor performance. To make full use of degradation signals, a two-stage degradation model considering random effects on deteriorate rate and change time point is established to enhance the accuracy of degradation description and reliability assessment. Online parameter updating and reliability estimation are applied to reflect the equipment status and capability. We also analyze the reliability estimation error that a product with two-stage degradation signals may introduce when change point time has not shown off. Simulation study is conducted to verify the proposed method.

源语言英语
主期刊名IET Conference Proceedings
出版商Institution of Engineering and Technology
902-908
页数7
2022
版本21
ISBN(电子版)9781839538360
DOI
出版状态已出版 - 2022
活动12th International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering, QR2MSE 2022 - Emeishan, 中国
期限: 27 7月 202230 7月 2022

会议

会议12th International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering, QR2MSE 2022
国家/地区中国
Emeishan
时期27/07/2230/07/22

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