FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4383112531> ?p ?o ?g. }

• W4383112531 endingPage "11" @default.
• W4383112531 startingPage "1" @default.
• W4383112531 abstract "Deep learning (DL) methods can be used to construct health indicators (HIs) for remaining useful life (RUL) prediction. Existing DL methods consider previous and current sensor signals and utilize labeled data, which are limited in practice. To leverage unlabeled data for extracting HIs, semi-supervised methods, especially hybrid methods, can be employed. In this paper, a semi-supervised deep hybrid multi-task model (DHMTM) for RUL prediction is developed. DHMTM contains two temporal models for unlabeled and labeled multivariate time series data, respectively. In the model training process, adding an extra task of prediction of future sensor signal values, DHMTM can obtain HIs which improve the RUL prediction accuracy. Besides, temporal dependency of sensor signals is captured in the proposed DHMTM. The effectiveness of the proposed model is validated using the C-MAPSS and the lithium-ion batteries datasets. The results show that using the proposed method, the prediction errors for the two datasets have been reduced by 2.5% and 23.5% on average, respectively, compared to the fully supervised regression model, and 17% and 44%, respectively, on average compared to three other widely-used semi-supervised methods." @default.
• W4383112531 created "2023-07-05" @default.
• W4383112531 creator A5001287866 @default.
• W4383112531 creator A5007304896 @default.
• W4383112531 creator A5070851320 @default.
• W4383112531 creator A5074751016 @default.
• W4383112531 date "2023-01-01" @default.
• W4383112531 modified "2023-10-12" @default.
• W4383112531 title "A Semi-supervised Deep Hybrid Multi-Task Model for RUL Prediction" @default.
• W4383112531 cites W2055301467 @default.
• W4383112531 cites W2110787940 @default.
• W4383112531 cites W2120841219 @default.
• W4383112531 cites W2153939756 @default.
• W4383112531 cites W2471161958 @default.
• W4383112531 cites W2744067593 @default.
• W4383112531 cites W2792018332 @default.
• W4383112531 cites W2833324965 @default.
• W4383112531 cites W2912345712 @default.
• W4383112531 cites W2924382816 @default.
• W4383112531 cites W2948978827 @default.
• W4383112531 cites W2962851448 @default.
• W4383112531 cites W2994891734 @default.
• W4383112531 cites W3033830825 @default.
• W4383112531 cites W3117204221 @default.
• W4383112531 cites W3117515147 @default.
• W4383112531 cites W3128151922 @default.
• W4383112531 cites W3128962944 @default.
• W4383112531 cites W3135339134 @default.
• W4383112531 cites W3164718444 @default.
• W4383112531 cites W3166547714 @default.
• W4383112531 cites W3185016559 @default.
• W4383112531 cites W3196608054 @default.
• W4383112531 cites W3201516250 @default.
• W4383112531 cites W3207642814 @default.
• W4383112531 cites W3215547591 @default.
• W4383112531 cites W4225116077 @default.
• W4383112531 cites W4225808791 @default.
• W4383112531 cites W4226397853 @default.
• W4383112531 cites W4321016408 @default.
• W4383112531 cites W4375928857 @default.
• W4383112531 doi "https://doi.org/10.1109/tim.2023.3291801" @default.
• W4383112531 hasPublicationYear "2023" @default.
• W4383112531 type Work @default.
• W4383112531 citedByCount "0" @default.
• W4383112531 crossrefType "journal-article" @default.
• W4383112531 hasAuthorship W4383112531A5001287866 @default.
• W4383112531 hasAuthorship W4383112531A5007304896 @default.
• W4383112531 hasAuthorship W4383112531A5070851320 @default.
• W4383112531 hasAuthorship W4383112531A5074751016 @default.
• W4383112531 hasConcept C105795698 @default.
• W4383112531 hasConcept C108583219 @default.
• W4383112531 hasConcept C111919701 @default.
• W4383112531 hasConcept C119857082 @default.
• W4383112531 hasConcept C124101348 @default.
• W4383112531 hasConcept C127413603 @default.
• W4383112531 hasConcept C136389625 @default.
• W4383112531 hasConcept C153083717 @default.
• W4383112531 hasConcept C153180895 @default.
• W4383112531 hasConcept C154945302 @default.
• W4383112531 hasConcept C161584116 @default.
• W4383112531 hasConcept C201995342 @default.
• W4383112531 hasConcept C2780451532 @default.
• W4383112531 hasConcept C33923547 @default.
• W4383112531 hasConcept C41008148 @default.
• W4383112531 hasConcept C50644808 @default.
• W4383112531 hasConcept C67186912 @default.
• W4383112531 hasConcept C77088390 @default.
• W4383112531 hasConcept C83546350 @default.
• W4383112531 hasConcept C98045186 @default.
• W4383112531 hasConceptScore W4383112531C105795698 @default.
• W4383112531 hasConceptScore W4383112531C108583219 @default.
• W4383112531 hasConceptScore W4383112531C111919701 @default.
• W4383112531 hasConceptScore W4383112531C119857082 @default.
• W4383112531 hasConceptScore W4383112531C124101348 @default.
• W4383112531 hasConceptScore W4383112531C127413603 @default.
• W4383112531 hasConceptScore W4383112531C136389625 @default.
• W4383112531 hasConceptScore W4383112531C153083717 @default.
• W4383112531 hasConceptScore W4383112531C153180895 @default.
• W4383112531 hasConceptScore W4383112531C154945302 @default.
• W4383112531 hasConceptScore W4383112531C161584116 @default.
• W4383112531 hasConceptScore W4383112531C201995342 @default.
• W4383112531 hasConceptScore W4383112531C2780451532 @default.
• W4383112531 hasConceptScore W4383112531C33923547 @default.
• W4383112531 hasConceptScore W4383112531C41008148 @default.
• W4383112531 hasConceptScore W4383112531C50644808 @default.
• W4383112531 hasConceptScore W4383112531C67186912 @default.
• W4383112531 hasConceptScore W4383112531C77088390 @default.
• W4383112531 hasConceptScore W4383112531C83546350 @default.
• W4383112531 hasConceptScore W4383112531C98045186 @default.
• W4383112531 hasFunder F4320321001 @default.
• W4383112531 hasFunder F4320329137 @default.
• W4383112531 hasLocation W43831125311 @default.
• W4383112531 hasOpenAccess W4383112531 @default.
• W4383112531 hasPrimaryLocation W43831125311 @default.
• W4383112531 hasRelatedWork W3192794374 @default.
• W4383112531 hasRelatedWork W4220686584 @default.
• W4383112531 hasRelatedWork W4223943233 @default.
• W4383112531 hasRelatedWork W4246751904 @default.

• next