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RUL Prediction for Bearings Based on Fault Diagnosis
2018In recent years remaining useful life of rolling bearings is paid much more attention. In this paper, the remaining useful life prediction based on fault diagnosis is proposed. Based on the real-time fault diagnosis results of the bearing, the remaining life is predicted and a set of bearing life expectancy prediction system is established by obtaining
Dong Yan, Xiukun Wei
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Transformer-based prediction of the RUL of PEMFC
2022 3rd International Conference on Information Science, Parallel and Distributed Systems (ISPDS), 2022Ning Zhou, Benyu Cui, Jianxin Zhou
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State estimation of discrete event systems for RUL prediction issue
International Journal of Production Research, 2017This paper concerns Remaining Useful Life (RUL) estimation of discrete event systems. For that purpose, physics-based models with partially observed stochastic Petri nets are used to represent the system and its sensors. The advantage of the proposed modelling approach is to provide a realistic representation of the system, including the interaction ...
Ammour, Rabah +3 more
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AutoML for Predictive Maintenance: One Tool to RUL Them All
2020Automated machine learning (AutoML) deals with the automatic composition and configuration of machine learning pipelines, including the selection and parametrization of preprocessors and learning algorithms. While recent work in this area has shown impressive results, existing approaches are essentially limited to standard problem classes such as ...
Tanja Tornede +4 more
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Uncertainty Management and the Confidence of RUL Predictions
2021Diego Galar +3 more
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A Data Driven RUL Prediction and Predictive Maintenance for Stochastic Degrading Systems
2021 CAA Symposium on Fault Detection, Supervision, and Safety for Technical Processes (SAFEPROCESS), 2021Yuhan Zhang 0006 +2 more
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Robustness Testing Framework for RUL Prediction Deep LSTM Networks
ISA Transactions, 2021Zeina Al Masry, Mohamed Sayah
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RUL Prediction for Rolling Bearings Based on Convolutional Autoencoder and Status Degradation Model
Applied Soft Computing Journal, 2022Fengyu Xu, Quansheng Jiang, Qixin Zhu
exaly