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A recurrent neural network based health indicator for remaining useful life prediction of bearings

Neurocomputing · 2017 · Vol. 240 · pp. 98–109
Liang GuoNaipeng LiFeng JiaYaguo LeiJing Lin
Machine Fault Diagnosis TechniquesGear and Bearing Dynamics AnalysisEngineering Diagnostics and ReliabilityComputer scienceMonotonic functionRecurrent neural networkFeature (linguistics)Bearing (navigation)Artificial intelligenceArtificial neural networkSet (abstract data type)Field (mathematics)Pattern recognition (psychology)

Funding

  • National Natural Science Foundation of China
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References
Rotating machinery prognostics: State of the art, challenges and opportunities
Mechanical Systems and Signal Processing · 2008 · 1,161 citations
Long Short-Term Memory
Neural Computation · 1997 · 95,078 citations
Prognosis of Defect Propagation Based on Recurrent Neural Networks
IEEE Transactions on Instrumentation and Measurement · 2011 · 304 citations
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