Machine learning and digital twin driven diagnostics and prognostics of light‐emitting diodes

MS Ibrahim, J Fan, WKC Yung… - Laser & Photonics …, 2020 - Wiley Online Library
Light‐emitting diodes (LEDs) are among the key innovations that have revolutionized the
lighting industry, due to their versatility in applications, higher reliability, longer lifetime, and …

Remaining useful life prediction for two-phase degradation model based on reparameterized inverse Gaussian process

L Zhuang, A Xu, Y Wang, Y Tang - European Journal of Operational …, 2024 - Elsevier
Two-phase degradation is a prevalent degradation mechanism observed in modern
systems, typically characterized by a change in the degradation rate or trend of a system's …

Condition-based opportunistic maintenance policies with two-phase inspections for continuous-state systems

Y Chen, Q Qiu, X Zhao - Reliability Engineering & System Safety, 2022 - Elsevier
This paper proposes two condition-based opportunistic maintenance policies with two-
phase inspections for continuously degraded systems with real-time monitoring and periodic …

A Joint Long Short-Term Memory and AdaBoost regression approach with application to remaining useful life estimation

X Zhu, P Zhang, M Xie - Measurement, 2021 - Elsevier
Along with wide application of sensors, multi-dimensional time-series data are commonly
available for remaining useful life (RUL) estimation. This paper proposes a joint data-driven …

A condition-based inspection-maintenance policy for critical systems with an unreliable monitor system

X Zhao, B Guo, Y Chen - Reliability Engineering & System Safety, 2024 - Elsevier
In real-world industrial systems, many critical systems that achieve the main function are
typically continuously monitored by a monitor system to ensure their reliability. Both the …

Bayesian analysis of two-phase degradation data based on change-point Wiener process

P Wang, Y Tang, SJ Bae, Y He - Reliability Engineering & System Safety, 2018 - Elsevier
In degradation test of some products such as plasma display panels (PDPs) and organic
light emitting diodes (OLEDs), observed degradation paths tend to exhibit two-phase …

Bayesian approach for two-phase degradation data based on change-point Wiener process with measurement errors

P Wang, Y Tang, SJ Bae, A Xu - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
Degradation test is an effective method in assessing product reliability when measurements
of degradation leading to failure can be observed. The accuracy of reliability inference in …

Failure analysis of a lock mechanism with multiple dependent components based on two-phase degradation model

L Shen, Y Zhang, K Song, B Song - Engineering Failure Analysis, 2019 - Elsevier
Failure analysis of a lock mechanism with multiple dependent components is studied. Wear
of the lubricated revolute joints in the mechanism presents the characteristic of multi-phase …

Bayesian estimation of residual life for Weibull-distributed components of on-orbit satellites based on multi-source information fusion

Q Zhao, X Jia, Z Cheng, B Guo - Applied Sciences, 2019 - mdpi.com
Residual life estimation is an important problem in reliability engineering. Traditional
methods, which are based on time-to-failure distribution, have limitations for components of …

Reliability assessment of a continuous-state fuel cell stack system with multiple degrading components

T Yuan, X Wu, SJ Bae, X Zhu - Reliability Engineering & System Safety, 2019 - Elsevier
A polymer electrolyte membrane fuel cell (PEMFC) stack is a multi-component system
composed of continuously degrading fuel cells. The voltage degradation of the fuel cells …