Results 21 to 30 of about 10,687,564 (278)

Deep Spatiotemporal Convolutional-Neural-Network-Based Remaining Useful Life Estimation of Bearings

open access: yesChinese Journal of Mechanical Engineering, 2021
The remaining useful life (RUL) estimation of bearings is critical for ensuring the reliability of mechanical systems. Owing to the rapid development of deep learning methods, a multitude of data-driven RUL estimation approaches have been proposed ...
Xu Wang   +6 more
doaj   +1 more source

Novel Transformer-Based Fusion Models for Aero-Engine Remaining Useful Life Estimation

open access: yesIEEE Access, 2023
Remaining Useful Life (RUL) estimation is a crucial technology in prognostic and health management (PHM) for modern aero-engines, as it ensures the reliability and safety of aircraft.
Qiankun Hu, Yongping Zhao, Lihua Ren
doaj   +1 more source

Aero-Engine Remaining Useful Life Estimation Based on CAE-TCN Neural Networks

open access: yesApplied Sciences, 2022
With the rapid growth of the aviation fields, the remaining useful life (RUL) estimation of aero-engine has become the focus of the industry. Due to the shortage of existing prediction methods, life prediction is stuck in a bottleneck.
Guanghao Ren   +5 more
doaj   +1 more source

Remaining Useful Life Estimation of Bearings

open access: yesInternational Journal of Prognostics and Health Management, 2021
In the domain of predictive maintenance, when trying to repli- cate and compare research in remaining useful life estimation (RUL), several inconsistencies and errors were identified in the experimental methodology used by various researchers. This makes the replication and the comparison of results diffi- cult, thus severely hindering both progress in
Hugo M. Ferreira, Alexandre C. de Sousa
openaire   +3 more sources

Estimation of the remaining useful life of hydro generators [PDF]

open access: yes, 2021
O monitoramento da condição dos geradores é muito desejável para uma operação confiável de uma usina hidrelétrica. As atividades de manutenção podem ser programadas para evitar falhas inesperadas que podem levar a meses ou anos de máquinas paradas sem ...
BERNARDES JUNIOR, José Vitor
core   +1 more source

Online System Prognostics with Ensemble Models and Evolving Clustering

open access: yesMachines, 2022
An online evolving clustering (OEC) method equivalent to ensemble modeling is proposed to tackle prognostics problems of learning and the prediction of remaining useful life (RUL).
Fling Tseng   +3 more
doaj   +1 more source

Remaining Useful Life Estimation of Aircraft Engines Using Differentiable Architecture Search

open access: yesMathematics, 2022
Prognostics and health management (PHM) applications can prevent engines from potential serious accidents by predicting the remaining useful life (RUL). Recently, data-driven methods have been widely used to solve RUL problems.
Pengli Mao   +3 more
doaj   +1 more source

Remaining Useful Life Estimation Using a Recurrent Variational Autoencoder

open access: yes, 2021
A new framework for the assessment of Engine Health Monitoring (EHM) data in aircraft is proposed. Traditionally, prognostics and health management systems rely on prior knowledge of the degradation of certain components along with professional expert opinion to predict the Remaining Useful Life (RUL).
Nahuel Costa, Luciano Sánchez
openaire   +3 more sources

jiaxiang-cheng/transformer-pytorch-remaining-useful-life-prediction: Pre-release with Minimum Implementation

open access: yes, 2021
Transformer implementation with PyTorch for remaining useful life prediction on turbofan engine with NASA CMAPSS data set. Inspired by Mo, Y., Wu, Q., Li, X., & Huang, B. (2021).
Jia-Xiang Cheng
core   +1 more source

Remaining Useful Life Estimation of Bearings Using Data-Driven Ridge Regression

open access: yesApplied Sciences, 2020
Predicting the remaining useful life (RUL) of mechanical bearings is a challenging industrial task since RUL can differ even for the same equipment due to many uncertainties such as operating condition, model inaccuracy, and sensory noise in various ...
Pangun Park   +2 more
doaj   +1 more source

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