Remaining useful life prediction using prognostic methodology based on logical analysis of data and Kaplan–Meier estimation

A Ragab, MS Ouali, S Yacout, H Osman - Journal of Intelligent …, 2016 - Springer
Most of the reported prognostic techniques use a small number of condition indicators
and/or use a thresholding strategies in order to predict the remaining useful life (RUL). In this …

Data-driven prognostic method based on Bayesian approaches for direct remaining useful life prediction

A Mosallam, K Medjaher, N Zerhouni - Journal of Intelligent Manufacturing, 2016 - Springer
Reliability of prognostics and health management systems relies upon accurate
understanding of critical components' degradation process to predict the remaining useful …

[图书][B] Prognostics and Remaining Useful Life (RUL) Estimation: Predicting with Confidence

D Galar, K Goebel, P Sandborn, U Kumar - 2021 - taylorfrancis.com
Maintenance combines various methods, tools, and techniques in a bid to reduce
maintenance costs while increasing the reliability, availability, and security of equipment …

Direct remaining useful life estimation based on support vector regression

R Khelif, B Chebel-Morello… - IEEE Transactions …, 2016 - ieeexplore.ieee.org
Prognostics is a major activity in the field of prognostics and health management. It aims at
increasing the reliability and safety of systems while reducing the maintenance cost by …

A two-stage prognosis model in condition based maintenance

W Wang - European journal of operational research, 2007 - Elsevier
We often observe in practice that the life of a piece of production equipment can be divided
into two stages. The first stage is referred to as the normal working stage where no …

Application of a state space modeling technique to system prognostics based on a health index for condition-based maintenance

J Sun, H Zuo, W Wang, MG Pecht - Mechanical systems and signal …, 2012 - Elsevier
This paper presents the application of a state space model (SSM) for prognostics of an
engineering system subject to degradation. A health index (HI) is inferred from a set of …

Review on health indices extraction and trend modeling for remaining useful life estimation

MA Djeziri, S Benmoussa, E Zio - Artificial Intelligence Techniques for a …, 2020 - Springer
Scientific research in the area of fault prognosis is increasingly focused on estimating the
Remaining Useful Life of equipment, since its knowledge is a key input to the scheduling of …

Prognostic modelling options for remaining useful life estimation by industry

JZ Sikorska, M Hodkiewicz, L Ma - Mechanical systems and signal …, 2011 - Elsevier
Over recent years a significant amount of research has been undertaken to develop
prognostic models that can be used to predict the remaining useful life of engineering …

Adopting machine learning and condition monitoring PF curves in determining and prioritizing high-value assets for life extension

S Ochella, M Shafiee, C Sansom - Expert Systems with Applications, 2021 - Elsevier
Many machine learning algorithms and models have been proposed in the literature for
predicting the remaining useful life (RUL) of systems and components that are subject to …

Statistical distributions comparison for remaining useful life prediction of components via ANN

MA Farsi, S Masood Hosseini - International Journal of System Assurance …, 2019 - Springer
Remaining useful life prediction of a system is one of the most important and critical items to
achieve the optimal condition-based maintenance for availability and reliability increase …