Prognostics and health management design for rotary machinery systems—Reviews, methodology and applications
Much research has been conducted in prognostics and health management (PHM), an
emerging field in mechanical engineering that is gaining interest from both academia and …
emerging field in mechanical engineering that is gaining interest from both academia and …
A systematic review of machine learning algorithms for prognostics and health management of rolling element bearings: fundamentals, concepts and applications
This article aims to present a comprehensive review of the recent efforts and advances in
applying machine learning (ML) techniques in the area of diagnostics and prognostics of …
applying machine learning (ML) techniques in the area of diagnostics and prognostics of …
Remaining useful life estimation based on nonlinear feature reduction and support vector regression
T Benkedjouh, K Medjaher, N Zerhouni… - … Applications of Artificial …, 2013 - Elsevier
Prognostics and health management (PHM) of rotating machines is gaining importance in
industry and allows increasing reliability and decreasing machines' breakdowns. Bearings …
industry and allows increasing reliability and decreasing machines' breakdowns. Bearings …
Machine performance degradation assessment and remaining useful life prediction using proportional hazard model and support vector machine
HT Pham, BS Yang, TT Nguyen - Mechanical Systems and Signal …, 2012 - Elsevier
Machine performance degradation assessment and remaining useful life (RUL) prediction
are of crucial importance in condition-based maintenance to reduce the maintenance cost …
are of crucial importance in condition-based maintenance to reduce the maintenance cost …
Bearing degradation process prediction based on the PCA and optimized LS-SVM model
S Dong, T Luo - Measurement, 2013 - Elsevier
Bearing degradation process prediction is extremely important in industry. This paper
proposed a new method to achieve bearing degradation prediction based on principal …
proposed a new method to achieve bearing degradation prediction based on principal …
Bearing performance degradation assessment using locality preserving projections and Gaussian mixture models
J Yu - Mechanical Systems and Signal Processing, 2011 - Elsevier
The sensitivity of various features that are characteristics of machine performance may vary
significantly under different working conditions. Thus it is critical to devise a systematic …
significantly under different working conditions. Thus it is critical to devise a systematic …
Anomaly detection for wind turbines based on the reconstruction of condition parameters using stacked denoising autoencoders
This paper proposes an approach for detecting anomalies in a wind turbine (WT) based on
multivariate analysis. Firstly, the stacked denoising autoencoders (SDAE) model with …
multivariate analysis. Firstly, the stacked denoising autoencoders (SDAE) model with …
Local and nonlocal preserving projection for bearing defect classification and performance assessment
J Yu - IEEE Transactions on Industrial Electronics, 2011 - ieeexplore.ieee.org
The sensitivity of various physical features that are characteristics of bearing performance
may vary significantly under different working conditions. Thus, it is critical to extract the most …
may vary significantly under different working conditions. Thus, it is critical to extract the most …
[图书][B] Trajectory similarity based prediction for remaining useful life estimation
T Wang - 2010 - search.proquest.com
The degradation process of a complex system may be affected by many unknown factors,
such as unidentified fault modes, unmeasured operational conditions, engineering variance …
such as unidentified fault modes, unmeasured operational conditions, engineering variance …
[PDF][PDF] Prognostics enabled resilient control for model-based building automation systems
This paper proposes an intelligent Resilient Control Strategy (RCS) for Model-based
building control to improve the Building Automation System (BAS)'s performance against …
building control to improve the Building Automation System (BAS)'s performance against …