[HTML][HTML] Remaining useful life prediction using temporal convolution with attention

WM Tan, TH Teo - Ai, 2021 - mdpi.com
Prognostic techniques attempt to predict the Remaining Useful Life (RUL) of a subsystem
or … An artificial neural network approach for remaining useful life prediction of equipments …

Empirical mode decomposition and temporal convolutional networks for remaining useful life estimation

W Yang, Q Yao, K Ye, CZ Xu - International journal of parallel …, 2020 - Springer
… A comprehensive prognostic process based on data collected from model-based simulations
under … In this process, the remaining useful life prediction is obtained by mixing mode-…

[HTML][HTML] Data-driven method for predicting remaining useful life of bearing based on Bayesian theory

T Gao, Y Li, X Huang, C Wang - Sensors, 2020 - mdpi.com
… This paper proposed a method of bearing RUL prediction based on Bayesian theory. Feature
indexes reflecting the degradation trend were extracted from bearing vibration signals. The …

A probabilistic framework for remaining useful life prediction of bearings

T Wang, Z Liu, N Mrad - IEEE Transactions on Instrumentation …, 2020 - ieeexplore.ieee.org
… prognostics approach for estimating remaining useful life of … A model-based method for
remaining useful life prediction of … of prognostic algorithms for estimating remaining useful life

[HTML][HTML] 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
… most feasible for practical prognostic of complex equipment, for example, the turbofans or
the ball screws, since the uncertainty in the machining process and the measurement noise …

[HTML][HTML] Remaining useful life prediction based on improved temporal convolutional network for nuclear power plant valves

H Wang, M Peng, R Xu, A Ayodeji… - Frontiers in Energy …, 2020 - frontiersin.org
… paper presents RUL prediction techniques for nuclear plant … of using TCN is its ability to
capture and process useful … system prognosis including the application of RUL prediction

An efficient method for monitoring degradation and predicting the remaining useful life of mechanical rotating components

J Yang, S Yin, Y Chang, T Gao… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
process and predict the remaining useful life (RUL) of mechanical rotating components.
However, many existing methods … include prognostic and health management techniques. …

Remaining useful life prediction using a novel feature-attention-based end-to-end approach

H Liu, Z Liu, W Jia, X Lin - IEEE Transactions on Industrial …, 2020 - ieeexplore.ieee.org
… -based prognostic approach for planetary gearbox by using the transmission error, which
achieved good prediction … -driven methods seem to be a feasible strategy by utilizing useful CM …

[HTML][HTML] Remaining useful life prediction of broken rotor bar based on data-driven and degradation model

I Bejaoui, D Bruneo, MG Xibilia - Applied Sciences, 2021 - mdpi.com
… This paper presents a new approach for rotating machine fault prognosis under broken rotor
… the remaining useful life prediction. This approach combines signal processing techniques, …

[HTML][HTML] A remaining useful life prognosis of turbofan engine using temporal and spatial feature fusion

C Peng, Y Chen, Q Chen, Z Tang, L Li, W Gui - Sensors, 2021 - mdpi.com
… Comparing this method with other mainstream RUL prediction methods, the score and
error control of the method proposed in this article are better than others, which proves the …