Remaining useful life prediction using prognostic methodology based on logical analysis of data and Kaplan–Meier estimation
… use a small number of condition indicators and/or use a thresholding strategies in order to
predict the remaining useful life (… age and CM data as inputs to estimate the RUL. The key idea …
predict the remaining useful life (… age and CM data as inputs to estimate the RUL. The key idea …
Remaining useful life estimation–a review on the statistical data driven approaches
XS Si, W Wang, CH Hu, DH Zhou - European journal of operational …, 2011 - Elsevier
… useful life (RUL) is the useful life left on an asset at a particular time of operation. Its estimation
… The research on how to best estimate the RUL has gained popularity recently due to the …
… The research on how to best estimate the RUL has gained popularity recently due to the …
Using accelerated life tests results to predict product field reliability
… In this section, we use a simple use rate model to predict the life … complicated prediction
problems with two failure modes. … The ML estimate agrees well with the Kaplan–Meier estimate …
problems with two failure modes. … The ML estimate agrees well with the Kaplan–Meier estimate …
Estimation of the remaining useful life by using wavelet packet decomposition and HMMs
DA Tobon-Mejia, K Medjaher… - 2011 aerospace …, 2011 - ieeexplore.ieee.org
… in order to estimate the current state of the system and to predict its future one, and thus …
[26] where the KaplanMeier estimator is used to model complete and incomplete monitoring …
[26] where the KaplanMeier estimator is used to model complete and incomplete monitoring …
Developing Deep Survival Model for Remaining Useful Life Estimation Based on Convolutional and Long Short‐Term Memory Neural Networks
CH Chu, CJ Lee, HY Yeh - Wireless Communications and …, 2020 - Wiley Online Library
… We estimate the RUL and its probability of failure corresponding to each sequential data and
then construct the Kaplan-Meier survival curve. Figure 4 shows the predicted and the actual …
then construct the Kaplan-Meier survival curve. Figure 4 shows the predicted and the actual …
Prediction of battery remaining useful life on board satellites using logical analysis of data
AM Ahmed, A Salama, HA Ibrahim… - 2019 IEEE …, 2019 - ieeexplore.ieee.org
… prediction of the battery’s performance, health, and life is necessary. In this paper, we estimate
the remaining useful life (… the statistical Kaplan Meier estimator for remaining useful time …
the remaining useful life (… the statistical Kaplan Meier estimator for remaining useful time …
Time-dependent survival neural network for remaining useful life prediction
… }(t)\); KM-TSNN uses a Kaplan-Meier (KM) estimator to fill in the RULs for censored cases,
according to the method introduced in [17]; KM-SNN uses a KM estimator to fill in the RULs for …
according to the method introduced in [17]; KM-SNN uses a KM estimator to fill in the RULs for …
Prediction of bearing remaining useful life with deep convolution neural network
… In this paper, we use the deep CNN model to predict the RUL of … useful life prediction using
prognostic methodology based on logical analysis of data and Kaplan–Meier estimation,’’ J. …
prognostic methodology based on logical analysis of data and Kaplan–Meier estimation,’’ J. …
Deep learning-based remaining useful life estimation of bearings using multi-scale feature extraction
… This paper proposes a novel intelligent remaining useful life (RUL) prediction method based
… Kaplan-Meier estimation technique and logical analysis of data [22] are used to capture the …
… Kaplan-Meier estimation technique and logical analysis of data [22] are used to capture the …
Optimized random forest model for remaining useful life prediction of experimental bearings
MG Alfarizi, B Tajiani, J Vatn… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
… To avoid undesired consequences due to bearings failure, researchers have developed
several remaining useful life (RUL) prediction methods to estimate the failure of the rolling …
several remaining useful life (RUL) prediction methods to estimate the failure of the rolling …