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Published in 2017 at "Frontiers of Mechanical Engineering"
DOI: 10.1007/s11465-017-0423-4
Abstract: Given the weak early degradation characteristic information during early fault evolution in gearbox of wind turbine generator, traditional singular value decomposition (SVD)-based denoising may result in loss of useful information. A weak characteristic information extraction…
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Keywords:
weak characteristic;
information;
early fault;
characteristic information ... See more keywords
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Published in 2021 at "Annals of Nuclear Energy"
DOI: 10.1016/j.anucene.2021.108392
Abstract: Abstract Extracting features for early failure detection in rotating machinery of nuclear power plants (NPPs) is difficult because in the early stages of failure the impact on the vibration signals is weak. To improve early…
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Keywords:
early fault;
rotating machinery;
fault;
detection rotating ... See more keywords
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Published in 2019 at "Measurement"
DOI: 10.1016/j.measurement.2019.01.036
Abstract: Abstract Early fault signals of bearings feature a wide frequency band and strong background noise, which contain both an oscillation component and a periodic impact component. Given its excellent signal decomposition performance, an improved tunable…
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Keywords:
early fault;
frequency band;
factor;
fault ... See more keywords
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Published in 2022 at "IEEE Access"
DOI: 10.1109/access.2022.3232553
Abstract: Early fault features of large-scale and low-speed mechanical equipment with heavy duty are weak and exhibit strong non-stationary characteristics. The adaptive extraction and identification of highly relevant important features from such signals has attracted significant…
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Keywords:
novel empirical;
empirical variational;
decomposition;
early fault ... See more keywords
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Published in 2017 at "Shock and Vibration"
DOI: 10.1155/2017/9375491
Abstract: The fault signals of rolling element bearing are often characterized by the presence of periodic impulses, which are modulated high-frequency harmonic components. The features of early fault in rolling bearing are very weak, which are…
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Keywords:
fault;
element bearing;
early fault;
impulsive signal ... See more keywords
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Published in 2021 at "Shock and Vibration"
DOI: 10.1155/2021/6660243
Abstract: Aiming at the problem of early fault diagnosis of rolling bearing, an early fault detection method of rolling bearing based on a multiscale convolutional neural network and gated recurrent unit network with attention mechanism (MCNN-AGRU)…
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Keywords:
fault;
method;
network attention;
rolling bearing ... See more keywords
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Published in 2021 at "Proceedings of the Institution of Mechanical Engineers, Part G: Journal of Aerospace Engineering"
DOI: 10.1177/0954410020986890
Abstract: Failure of hot components in gas turbines often causes catastrophic results. Early fault detection can prevent serious incidents and improve the availability. A novel early fault detection method of hot components is proposed in this…
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Keywords:
early fault;
fault detection;
hot components;
gas ... See more keywords
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Published in 2023 at "Structural Health Monitoring"
DOI: 10.1177/14759217231163887
Abstract: Planetary gearbox (PGB) usually work in harsh working conditions with low speed and heavy load, and they are prone to wear. Different from the local faults, the distributed faults such as tooth surface wear are…
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Keywords:
fault diagnosis;
fault;
surface wear;
tooth surface ... See more keywords
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Published in 2021 at "Proceedings of the Institution of Mechanical Engineers, Part O: Journal of Risk and Reliability"
DOI: 10.1177/1748006x21992886
Abstract: Ball screws, the most frequently used mechanical components to transform rotary motion into linear motion, can directly affect the precision and service life of engineering machines. Once the efficiency and accuracy of ball screws degrades,…
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Keywords:
early fault;
fault diagnosis;
ball screws;
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Published in 2018 at "Journal of Vibroengineering"
DOI: 10.21595/jve.2017.18757
Abstract: When fault such as pit failure arises in the rolling element bearing the vibration signal of which will take on periodic characteristics, and the abrupt failure of rotating machinery can be avoided effectively if the…
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Keywords:
weak periodic;
fault;
element bearing;
bearing early ... See more keywords
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Published in 2021 at "Entropy"
DOI: 10.3390/e23020162
Abstract: With the quick development of sensor technology in recent years, online detection of early fault without system halt has received much attention in the field of bearing prognostics and health management. While lacking representative samples…
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Keywords:
detection;
online detection;
adaptation;
early fault ... See more keywords