Matches in SemOpenAlex for { <https://semopenalex.org/work/W4382280213> ?p ?o ?g. }
- W4382280213 endingPage "2826" @default.
- W4382280213 startingPage "2826" @default.
- W4382280213 abstract "In the event of mechanical equipment failure, the fault may not belong to any known category, and existing deep learning methods often misclassify such faults into a known class, leading to erroneous fault diagnosis. In order to address the challenge of identifying new types of faults in mechanical equipment fault diagnosis, this paper proposes a novelty detection and fault diagnosis method for bearing faults based on a hybrid deep autoencoder network. Firstly, a hybrid deep autoencoder network with one input and two outputs was constructed. The original data were then fed into the network to obtain its low-dimensional representation and reconstructed data. By setting a threshold based on the reconstruction error, novel class faults can be detected, while known faults can be classified based on low-dimensional features. Experimental results demonstrate that the proposed method achieves a recognition accuracy of 98.59% (100%) for novel class identification (known fault classification) on the CWRU bearing dataset, 96.79% (98.53%) on the Paderborn dataset, and 84.34% (97.03%) on the MFPT dataset. Therefore, the hybrid deep autoencoder network not only accurately detects unknown types of faults but also effectively classifies known fault types, demonstrating excellent fault identification and classification capabilities." @default.
- W4382280213 created "2023-06-28" @default.
- W4382280213 creator A5045463595 @default.
- W4382280213 creator A5066043427 @default.
- W4382280213 creator A5075029094 @default.
- W4382280213 creator A5076699907 @default.
- W4382280213 date "2023-06-26" @default.
- W4382280213 modified "2023-10-13" @default.
- W4382280213 title "Novelty Detection and Fault Diagnosis Method for Bearing Faults Based on the Hybrid Deep Autoencoder Network" @default.
- W4382280213 cites W2040070030 @default.
- W4382280213 cites W2480364715 @default.
- W4382280213 cites W2734669076 @default.
- W4382280213 cites W2768753204 @default.
- W4382280213 cites W2810292802 @default.
- W4382280213 cites W2898760173 @default.
- W4382280213 cites W2946159658 @default.
- W4382280213 cites W2966008650 @default.
- W4382280213 cites W3006342871 @default.
- W4382280213 cites W3007509626 @default.
- W4382280213 cites W3090682168 @default.
- W4382280213 cites W3094110601 @default.
- W4382280213 cites W3100777112 @default.
- W4382280213 cites W3162286035 @default.
- W4382280213 cites W3167126097 @default.
- W4382280213 cites W3200014280 @default.
- W4382280213 cites W3202063680 @default.
- W4382280213 cites W3202198682 @default.
- W4382280213 cites W4205930708 @default.
- W4382280213 cites W4206053582 @default.
- W4382280213 cites W4213316381 @default.
- W4382280213 cites W4226432784 @default.
- W4382280213 cites W4232533539 @default.
- W4382280213 cites W4292290851 @default.
- W4382280213 cites W4292852481 @default.
- W4382280213 cites W4302027167 @default.
- W4382280213 cites W4312731433 @default.
- W4382280213 cites W4313339422 @default.
- W4382280213 cites W4313891600 @default.
- W4382280213 cites W4318939625 @default.
- W4382280213 cites W4321366231 @default.
- W4382280213 cites W4323050469 @default.
- W4382280213 cites W4323058057 @default.
- W4382280213 cites W4323058876 @default.
- W4382280213 cites W4328027889 @default.
- W4382280213 doi "https://doi.org/10.3390/electronics12132826" @default.
- W4382280213 hasPublicationYear "2023" @default.
- W4382280213 type Work @default.
- W4382280213 citedByCount "2" @default.
- W4382280213 crossrefType "journal-article" @default.
- W4382280213 hasAuthorship W4382280213A5045463595 @default.
- W4382280213 hasAuthorship W4382280213A5066043427 @default.
- W4382280213 hasAuthorship W4382280213A5075029094 @default.
- W4382280213 hasAuthorship W4382280213A5076699907 @default.
- W4382280213 hasBestOaLocation W43822802131 @default.
- W4382280213 hasConcept C101738243 @default.
- W4382280213 hasConcept C108583219 @default.
- W4382280213 hasConcept C116834253 @default.
- W4382280213 hasConcept C119857082 @default.
- W4382280213 hasConcept C124101348 @default.
- W4382280213 hasConcept C127313418 @default.
- W4382280213 hasConcept C138885662 @default.
- W4382280213 hasConcept C152745839 @default.
- W4382280213 hasConcept C153180895 @default.
- W4382280213 hasConcept C154945302 @default.
- W4382280213 hasConcept C165205528 @default.
- W4382280213 hasConcept C172707124 @default.
- W4382280213 hasConcept C175551986 @default.
- W4382280213 hasConcept C199978012 @default.
- W4382280213 hasConcept C27206212 @default.
- W4382280213 hasConcept C2778738651 @default.
- W4382280213 hasConcept C2778924833 @default.
- W4382280213 hasConcept C41008148 @default.
- W4382280213 hasConcept C50644808 @default.
- W4382280213 hasConcept C59822182 @default.
- W4382280213 hasConcept C86803240 @default.
- W4382280213 hasConceptScore W4382280213C101738243 @default.
- W4382280213 hasConceptScore W4382280213C108583219 @default.
- W4382280213 hasConceptScore W4382280213C116834253 @default.
- W4382280213 hasConceptScore W4382280213C119857082 @default.
- W4382280213 hasConceptScore W4382280213C124101348 @default.
- W4382280213 hasConceptScore W4382280213C127313418 @default.
- W4382280213 hasConceptScore W4382280213C138885662 @default.
- W4382280213 hasConceptScore W4382280213C152745839 @default.
- W4382280213 hasConceptScore W4382280213C153180895 @default.
- W4382280213 hasConceptScore W4382280213C154945302 @default.
- W4382280213 hasConceptScore W4382280213C165205528 @default.
- W4382280213 hasConceptScore W4382280213C172707124 @default.
- W4382280213 hasConceptScore W4382280213C175551986 @default.
- W4382280213 hasConceptScore W4382280213C199978012 @default.
- W4382280213 hasConceptScore W4382280213C27206212 @default.
- W4382280213 hasConceptScore W4382280213C2778738651 @default.
- W4382280213 hasConceptScore W4382280213C2778924833 @default.
- W4382280213 hasConceptScore W4382280213C41008148 @default.
- W4382280213 hasConceptScore W4382280213C50644808 @default.
- W4382280213 hasConceptScore W4382280213C59822182 @default.
- W4382280213 hasConceptScore W4382280213C86803240 @default.
- W4382280213 hasIssue "13" @default.
- W4382280213 hasLocation W43822802131 @default.