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Machinery health prognostics: A systematic review from data acquisition to RUL prediction
Machinery prognostics is one of the major tasks in condition based maintenance (CBM),
which aims to predict the remaining useful life (RUL) of machinery based on condition …
which aims to predict the remaining useful life (RUL) of machinery based on condition …
Latest developments in gear defect diagnosis and prognosis: A review
Gears are an important component of industrial machinery and a breakdown of machinery
on account of the failure of gears could result in immense production loss. Timely monitoring …
on account of the failure of gears could result in immense production loss. Timely monitoring …
A systematic review on failure modes and proposed methodology to artificially seed faults for promoting PHM studies in laboratory environment for an industrial …
Gears are indispensable part of any industrial application. Gearbox have a rugged
construction and are subjected to extremely harsh environmental conditions in industries …
construction and are subjected to extremely harsh environmental conditions in industries …
Cloud-enabled prognosis for manufacturing
Advanced manufacturing depends on the timely acquisition, distribution, and utilization of
information from machines and processes across spatial boundaries. These activities can …
information from machines and processes across spatial boundaries. These activities can …
Degradation-aware remaining useful life prediction with LSTM autoencoder
The remaining useful life (RUL) prediction plays a pivotal role in the predictive maintenance
of industrial manufacturing systems. However, one major problem with the existing RUL …
of industrial manufacturing systems. However, one major problem with the existing RUL …
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 …
Extended Kalman filtering for remaining-useful-life estimation of bearings
RK Singleton, EG Strangas… - IEEE Transactions on …, 2014 - ieeexplore.ieee.org
Condition-based maintenance, which includes both diagnosis and prognosis of faults, is a
topic of growing interest for improving the reliability of electrical drives. Bearings constitute a …
topic of growing interest for improving the reliability of electrical drives. Bearings constitute a …
Health index-based prognostics for remaining useful life predictions in electrical machines
F Yang, MS Habibullah, T Zhang, Z Xu… - IEEE Transactions …, 2016 - ieeexplore.ieee.org
Many industries have a growing awareness in utilizing new technologies to improve the
reliability and availability of their systems. Prognostics, a subject concerned with the …
reliability and availability of their systems. Prognostics, a subject concerned with the …
Discovering prognostic features using genetic programming in remaining useful life prediction
L Liao - IEEE Transactions on Industrial Electronics, 2013 - ieeexplore.ieee.org
In prognostics approaches, features (eg, vibration level, root mean square or outputs from
signal processing techniques) extracted from the measurement (eg, vibration, current, and …
signal processing techniques) extracted from the measurement (eg, vibration, current, and …
Machine condition prediction based on adaptive neuro–fuzzy and high-order particle filtering
C Chen, B Zhang, G Vachtsevanos… - IEEE Transactions on …, 2010 - ieeexplore.ieee.org
Machine prognosis is a significant part of condition-based maintenance and intends to
monitor and track the time evolution of a fault so that maintenance can be performed or the …
monitor and track the time evolution of a fault so that maintenance can be performed or the …