Prognostics of multiple failure modes in rotating machinery using a pattern-based classifier and cumulative incidence functions

A Ragab, S Yacout, MS Ouali, H Osman - Journal of Intelligent …, 2019 - Springer
This paper presents a novel methodology for multiple failure modes prognostics in rotating
machinery. The methodology merges a machine learning and pattern recognition approach …

Multidimensional prognostics for rotating machinery: A review

X Li, F Duan, D Mba, I Bennett - Advances in Mechanical …, 2017 - journals.sagepub.com
Determining prognosis for rotating machinery could potentially reduce maintenance costs
and improve safety and availability. Complex rotating machines are usually equipped with …

Machine fault diagnosis and prognosis: The state of the art

T Van Tung, BS Yang - International Journal of Fluid Machinery and …, 2009 - jstage.jst.go.jp
Abstract Machine fault diagnostic and prognostic techniques have been the considerable
subjects of condition-based maintenance system in the recent time due to the potential …

Time to failure prediction of rotating machinery using dynamic feature extraction and gaussian process regression

WJ Lee, JW Sutherland - The International Journal of Advanced …, 2024 - Springer
Recent advances in sensor technology and computing capabilities have enabled the
creation of data-driven models that can support real-time decision making. Such a decision …

A hybrid prognostic method for rotating machinery under time-varying operating conditions by fusing direct and indirect degradation characteristics

X Ma, B Yan, H Wang, H Liao - Measurement, 2023 - Elsevier
Condition monitoring technologies can provide sensor data for predicting the remaining
useful life (RUL) of rotating machinery. However, it is often difficult to obtain direct …

Rotating machinery prognostics: State of the art, challenges and opportunities

A Heng, S Zhang, ACC Tan, J Mathew - Mechanical systems and signal …, 2009 - Elsevier
Machinery prognosis is the forecast of the remaining operational life, future condition, or
probability of reliable operation of an equipment based on the acquired condition monitoring …

A predictive tool for remaining useful life estimation of rotating machinery components

H Liao, H Qiu, J Lee, D Lin… - … and Information in …, 2005 - asmedigitalcollection.asme.org
This paper introduces a model for multiple degradation features of an individual component.
The maximum likelihood approach is employed to estimate the model parameters …

Detection of rotor cracks: comparison of an old model-based approach with a new signal-based approach

D Soeffker, C Wei, S Wolff, MS Saadawia - Nonlinear Dynamics, 2016 - Springer
The detection of shaft cracks within operating rotors is an old subject of scientific research.
Several signal-and model-based approaches are developed. Here two approaches used for …

A review on prognostic techniques for non-stationary and non-linear rotating systems

MS Kan, ACC Tan, J Mathew - Mechanical Systems and Signal Processing, 2015 - Elsevier
The field of prognostics has attracted significant interest from the research community in
recent times. Prognostics enables the prediction of failures in machines resulting in benefits …

Towards remaining useful life prediction in rotating machine fault prognosis: an exponential degradation model

MD Anis - 2018 Condition Monitoring and Diagnosis (CMD), 2018 - ieeexplore.ieee.org
Estimating the Remaining Useful Life (RUL) of critical assets is not only a basic requirement
of condition-based maintenance, but is also central to system prognostics for cost efficiency …