Remaining useful life prediction of individual units subject to hard failure

Q Zhou, J Son, S Zhou, X Mao, M Salman - IIE Transactions, 2014 - Taylor & Francis
… -unit RUL prediction under hard failure, based … predicted can be obtained. A two-stage
approach, containing an offline modeling stage based on the database and an online prediction

Predicting remaining life by fusing the physics of failure modeling with diagnostics

GJ Kacprzynski, A Sarlashkar, MJ Roemer, A Hess… - JOm, 2004 - Springer
… The output failure rate prediction is developed within a … with the specific component failure
mode progression. By … accurate failure rate predictions are possible throughout the life

Degradation modeling and remaining useful life prediction for dependent competing failure processes

T Yan, Y Lei, N Li, B Wang, W Wang - Reliability Engineering & System …, 2021 - Elsevier
… Note that in this paper, the soft failure threshold γ and the hard failure critical threshold ζ …
hard failure processes, but do not necessarily have the same contribution on soft and hard failure

A sequential Bayesian approach for remaining useful life prediction of dependent competing failure processes

M Fan, Z Zeng, E Zio, R Kang… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
life (RUL) prediction of dependent competing failure processes (DCFP). The DCFP considered
comprises of soft failure processes due to degradation and hard failure … and predict the …

A two-step parametric method for failure prediction in hard disk drives

Y Wang, EWM Ma, TWS Chow… - IEEE Transactions on …, 2013 - ieeexplore.ieee.org
… To demonstrate the practical usefulness, this method was also applied on a real-lifefailure
prediction method, which can predict the impending failures of HDDs with high prediction

Remaining useful life prediction for hard failures using joint model with extended hazard

J Man, Q Zhou - Quality and Reliability Engineering …, 2018 - Wiley Online Library
… EH) in the joint model framework for modeling hard failures. The EH has a more general form
and … In this article, the modeling and RUL prediction for hard failures will be investigated, by …

Hard disk drive failure prediction method based on a Bayesian network

IC Chaves, MRP De Paula, LGM Leite… - … Joint Conference on …, 2018 - ieeexplore.ieee.org
… of the remaining life of the HDD. In this paper, we propose a failure prediction method using
… The proposed method, named Bayesian network based Method for Failure prediction in …

Health status assessment and failure prediction for hard drives with recurrent neural networks

C Xu, G Wang, X Liu, D Guo… - IEEE Transactions on …, 2016 - ieeexplore.ieee.org
… drives and allocate system resources according to failure urgency and the remaining life
time, so that we can balance the quality of user services and data migration. In a multiple …

Hard drive failure prediction using decision trees

J Li, RJ Stones, G Wang, X Liu, Z Li, M Xu - Reliability Engineering & …, 2017 - Elsevier
… two hard drive failure prediction models based on Decision Trees (DTs) and Gradient Boosted
Regression Trees (GBRTs) which perform well in prediction … over 93% of failures at a false …

A novel indicator for mechanical failure and life prediction based on debris monitoring

W Hong, S Wang, MM Tomovic, H Liu… - IEEE Transactions …, 2016 - ieeexplore.ieee.org
failure of the entire system, significant efforts have been made to monitor system behavior
and try to predict the end of useful lifelife presents significant challenge to early prediction of …