A review of remaining useful life prediction approaches for mechanical equipment
Y Zhang, L Fang, Z Qi, H Deng - IEEE Sensors Journal, 2023 - ieeexplore.ieee.org
The precise maintenance and scientific management of large and complex mechanical
equipment are of great significance for ensuring the safe operation of equipment and …
equipment are of great significance for ensuring the safe operation of equipment and …
A new supervised multi-head self-attention autoencoder for health indicator construction and similarity-based machinery RUL prediction
Remaining useful life (RUL) prediction plays a significant role in the prognostic and health
management (PHM) of rotating machineries. A good health indicator (HI) can ensure the …
management (PHM) of rotating machineries. A good health indicator (HI) can ensure the …
Prediction interval estimation of aeroengine remaining useful life based on bidirectional long short-term memory network
Reliable and accurate aeroengine remaining useful life (RUL) prediction plays a key role in
the aeroengine prognostics and health management (PHM) system. However, due to the …
the aeroengine prognostics and health management (PHM) system. However, due to the …
Similarity-based prediction method for machinery remaining useful life: A review
Determining the remaining useful life (RUL) of increasingly complex machines provides the
decision basis for the predictive maintenance process, which effectively ensures equipment …
decision basis for the predictive maintenance process, which effectively ensures equipment …
Cutting tool prognostics enabled by hybrid CNN-LSTM with transfer learning
An effective strategy to predict the remaining useful life (RUL) of a cutting tool could
maximise tool utilisation, optimise machining cost, and improve machining quality. In this …
maximise tool utilisation, optimise machining cost, and improve machining quality. In this …
Parallel state fusion LSTM-based early-cycle stage lithium-ion battery RUL prediction under Lebesgue sampling framework
G Lyu, H Zhang, Q Miao - Reliability Engineering & System Safety, 2023 - Elsevier
Remaining useful life (RUL) prediction for lithium-ion batteries in early-cycle stage is of great
significance for improving battery performance and reducing losses caused by accidental …
significance for improving battery performance and reducing losses caused by accidental …
Multiscale similarity ensemble framework for remaining useful life prediction
Accurate prediction of remaining useful life (RUL) is crucially important to perform
prognostics and health management. A new similarity-based autoencoder multiscale …
prognostics and health management. A new similarity-based autoencoder multiscale …
Health condition monitoring of machines based on long short-term memory convolutional autoencoder
Abstract Machine health assessment is crucial to prognostics and health management
(PHM), which can increase reliability of machines while reducing operation cost. However …
(PHM), which can increase reliability of machines while reducing operation cost. However …
Remaining useful life prediction of aircraft turbofan engine based on random forest feature selection and multi-layer perceptron
H Wang, D Li, D Li, C Liu, X Yang, G Zhu - Applied Sciences, 2023 - mdpi.com
The accurate prediction of the remaining useful life (RUL) of aircraft engines is crucial for
improving engine safety and reducing maintenance costs. To tackle the complex issues of …
improving engine safety and reducing maintenance costs. To tackle the complex issues of …
Similarity-based particle filter for remaining useful life prediction with enhanced performance
This paper proposes a similarity-based Particle Filter (PF) method for Remaining Useful Life
(RUL) prediction with improved performance. In the proposed methodology, Maximum Mean …
(RUL) prediction with improved performance. In the proposed methodology, Maximum Mean …