Digital twin-driven remaining useful life prediction for gear performance degradation: A review
B He, L Liu, D Zhang - Journal of Computing and …, 2021 - asmedigitalcollection.asme.org
As a transmission component, the gear has been obtained widespread attention. The
remaining useful life (RUL) prediction of gear is critical to the prognostics health …
remaining useful life (RUL) prediction of gear is critical to the prognostics health …
Digital twin-driven intelligent assessment of gear surface degradation
Gearbox has a compact structure, a stable transmission capability, and a high transmission
efficiency. Thus, it is widely applied as a power transmission system in various applications …
efficiency. Thus, it is widely applied as a power transmission system in various applications …
A novel transfer gear life prediction method by the cross-condition health indicator and nested hierarchical binary-valued network
As one of the crucial techniques in prognostics and health management, the long-term
remaining useful life (RUL) prediction of gears is essential for maintenance decisions in …
remaining useful life (RUL) prediction of gears is essential for maintenance decisions in …
Transfer life prediction of gears by cross-domain health indicator construction and multi-hierarchical long-term memory augmented network
The long-term remaining useful life (RUL) prediction of gears is crucial for the safe operation
and maintenance of rotating machinery. However, most existing RUL prediction methods …
and maintenance of rotating machinery. However, most existing RUL prediction methods …
Long-term gear life prediction based on ordered neurons LSTM neural networks
Gear failure may affect the operation of mechanical equipment, and even cause the
catastrophic break of machine and even casualties. Thus, the remaining useful life (RUL) …
catastrophic break of machine and even casualties. Thus, the remaining useful life (RUL) …
An intelligent prognostic system for gear performance degradation assessment and remaining useful life estimation
Gears are widely used in machines to transmit torque from one shaft to another shaft and to
change the speed of a power source. Gear failure is one of the major causes for mechanical …
change the speed of a power source. Gear failure is one of the major causes for mechanical …
Macroscopic–microscopic attention in LSTM networks based on fusion features for gear remaining life prediction
In the mechanical transmission system, the gear is one of the most widely used transmission
components. The failure of the gear will cause serious accidents and huge economic loss …
components. The failure of the gear will cause serious accidents and huge economic loss …
A digital twin-driven hybrid approach for the prediction of performance degradation in transmission unit of CNC machine tool
X Yang, Y Ran, G Zhang, H Wang, Z Mu… - Robotics and Computer …, 2022 - Elsevier
Precision performance prediction of transmission system is considered as a key technology
to modern equipment health management. Given the importance of maintaining a …
to modern equipment health management. Given the importance of maintaining a …
LSTM networks based on attention ordered neurons for gear remaining life prediction
Gear is a commonly-used rotating part in industry, it is of great significance to predict its
failure in advance, which is helpful to maintain the health of the whole machine. Firstly, the …
failure in advance, which is helpful to maintain the health of the whole machine. Firstly, the …
Dual-thread gated recurrent unit for gear remaining useful life prediction
Remaining useful life (RUL) prediction can provide a foundation for the operation and
maintenance of industrial equipment. In order to improve the predictive ability for the …
maintenance of industrial equipment. In order to improve the predictive ability for the …