Review of hybrid prognostics approaches for remaining useful life prediction of engineered systems, and an application to battery life prediction

L Liao, F Köttig - IEEE Transactions on Reliability, 2014 - ieeexplore.ieee.org
… a review of the hybrid prognostics approaches for RUL prediction. As the prognostics models
are cat… According to our findings, the hybrid approaches can mainly be categorized into the …

A hybrid prognostics deep learning model for remaining useful life prediction

Z Xie, S Du, J Lv, Y Deng, S Jia - Electronics, 2020 - mdpi.com
… does prognostics. The focus of prognostics is mainly on predicting the residual lifetime during
… , for example, the Remaining Useful Life (RUL) prediction. RUL is not only an estimation of …

A hybrid prognostics approach for estimating remaining useful life of rolling element bearings

B Wang, Y Lei, N Li, N Li - IEEE Transactions on Reliability, 2018 - ieeexplore.ieee.org
… This paper proposes a hybrid prognostics approach for RUL prediction of rolling element
bearings. First, degradation data of bearings are sparsely represented using relevance vector …

Framework for a hybrid prognostics.

K Medjaher, N Zerhouni - Chemical Engineering Transactions, 2013 - hal.science
… Furthermore, the hybrid approach can be applied on … For this class of systems, the hybrid
approach allows the … This paper presents a framework for the development of hybrid prognostics

A new hybrid prognostic methodology

OF Eker, F Camci, IK Jennions - … Journal of Prognostics and …, 2019 - papers.phmsociety.org
… a hybrid prognostichybrid prognostic approach in this paper integrates PbM and DdM
in order to enhance the RUL estimation results and to increase the applicability of prognostics

A hybrid prognostics methodology for electronic products

S Kumar, M Torres, YC Chan… - 2008 IEEE international …, 2008 - ieeexplore.ieee.org
… This paper presented a hybrid prognostic approach for electronic products. The hybrid
approach is preferred as it allows inclusion of environmental loading conditions through PoF …

A hybrid prognostic approach for remaining useful life prediction of lithium‐ion batteries

WA Yang, M Xiao, W Zhou, Y Guo… - Shock and Vibration, 2016 - Wiley Online Library
… proposes a hybrid prognostic approach that can predict the … In this hybrid prognostic approach,
the relevant vectors … the proposed hybrid prognostic approach can accurately predict the …

A hybrid framework combining data-driven and model-based methods for system remaining useful life prediction

L Liao, F Köttig - Applied Soft Computing, 2016 - Elsevier
life prediction is one of the key requirements in prognostics … during its life cycle, there are
various methods to predict its … model-based hybrid/fusion prognostics framework interfaces …

Prognostics and remaining useful life prediction of machinery: advances, opportunities and challenges

N Gebraeel, Y Lei, N Li, X Si, E Zio - Journal of Dynamics …, 2023 - ojs.istp-press.com
… in the field of prognostics and remaining useful life (RUL) prediction of machinery. Opportunities
… Köttig, “Review of hybrid prognostics approaches for remaining useful life prediction of …

A hybrid prognostics technique for rolling element bearings using adaptive predictive models

W Ahmad, SA Khan, JM Kim - IEEE Transactions on Industrial …, 2017 - ieeexplore.ieee.org
… This paper presents a hybrid technique for bearing prognostics that utilizes regression-…
that affect their prognostic performance, specifically determining the time to start prediction (TSP), …