Matches in SemOpenAlex for { <https://semopenalex.org/work/W4289538445> ?p ?o ?g. }
Showing items 1 to 100 of
100
with 100 items per page.
- W4289538445 endingPage "988" @default.
- W4289538445 startingPage "975" @default.
- W4289538445 abstract "Fault diagnosis is an essential means to ensure the regular operation of mechanical systems. The existing data-driven algorithms are developed based on the assumption that the given label is entirely correct. However, mislabeling is common, which often occurs in industrial applications. These methods will overfit these mislabeled samples, resulting in inferior generalization. To this end, this article proposes a novel multistage true label distribution learning algorithm. Specifically, based on the training characteristics of data-driven algorithms on noisy datasets, a novel multistage adversarial loss function (MSA-Loss) is proposed. MSA-Loss can make the model construct the true label distribution from noisy datasets, prevent the model from overfitting the noisy samples, and finally keep the model with good generalization. The proposed method can be easily applied to any existing data-driven algorithm to improve its performance on noisy datasets. Our method is verified on high-speed aeronautical bearing and motor datasets, which prove that MSA-Loss has an excellent performance in noisy label scenarios. It can significantly improve the potential of existing diagnostic models in practical industrial applications." @default.
- W4289538445 created "2022-08-03" @default.
- W4289538445 creator A5031762854 @default.
- W4289538445 creator A5074574647 @default.
- W4289538445 date "2023-09-01" @default.
- W4289538445 modified "2023-10-03" @default.
- W4289538445 title "Robust Mechanical Fault Diagnosis With Noisy Label Based on Multistage True Label Distribution Learning" @default.
- W4289538445 cites W2022243308 @default.
- W4289538445 cites W2053443947 @default.
- W4289538445 cites W2053975978 @default.
- W4289538445 cites W2083879389 @default.
- W4289538445 cites W2341973567 @default.
- W4289538445 cites W2471080557 @default.
- W4289538445 cites W2605606145 @default.
- W4289538445 cites W2692693673 @default.
- W4289538445 cites W2768753204 @default.
- W4289538445 cites W2808496542 @default.
- W4289538445 cites W2810292802 @default.
- W4289538445 cites W2899318073 @default.
- W4289538445 cites W2901835834 @default.
- W4289538445 cites W2906578288 @default.
- W4289538445 cites W2915229515 @default.
- W4289538445 cites W2963446712 @default.
- W4289538445 cites W2963697299 @default.
- W4289538445 cites W2981873476 @default.
- W4289538445 cites W2989818023 @default.
- W4289538445 cites W2998506103 @default.
- W4289538445 cites W3000384844 @default.
- W4289538445 cites W3005676037 @default.
- W4289538445 cites W3008309516 @default.
- W4289538445 cites W3034474210 @default.
- W4289538445 cites W3042324151 @default.
- W4289538445 cites W3042609801 @default.
- W4289538445 cites W3081032406 @default.
- W4289538445 cites W3082015310 @default.
- W4289538445 cites W3115710758 @default.
- W4289538445 cites W3120487494 @default.
- W4289538445 cites W3134162419 @default.
- W4289538445 cites W3134164546 @default.
- W4289538445 cites W3164620929 @default.
- W4289538445 cites W3184267170 @default.
- W4289538445 cites W3196282989 @default.
- W4289538445 cites W4206516131 @default.
- W4289538445 doi "https://doi.org/10.1109/tr.2022.3190942" @default.
- W4289538445 hasPublicationYear "2023" @default.
- W4289538445 type Work @default.
- W4289538445 citedByCount "1" @default.
- W4289538445 countsByYear W42895384452023 @default.
- W4289538445 crossrefType "journal-article" @default.
- W4289538445 hasAuthorship W4289538445A5031762854 @default.
- W4289538445 hasAuthorship W4289538445A5074574647 @default.
- W4289538445 hasConcept C11413529 @default.
- W4289538445 hasConcept C119857082 @default.
- W4289538445 hasConcept C124101348 @default.
- W4289538445 hasConcept C127313418 @default.
- W4289538445 hasConcept C134306372 @default.
- W4289538445 hasConcept C153180895 @default.
- W4289538445 hasConcept C154945302 @default.
- W4289538445 hasConcept C165205528 @default.
- W4289538445 hasConcept C175551986 @default.
- W4289538445 hasConcept C177148314 @default.
- W4289538445 hasConcept C22019652 @default.
- W4289538445 hasConcept C33923547 @default.
- W4289538445 hasConcept C41008148 @default.
- W4289538445 hasConcept C50644808 @default.
- W4289538445 hasConceptScore W4289538445C11413529 @default.
- W4289538445 hasConceptScore W4289538445C119857082 @default.
- W4289538445 hasConceptScore W4289538445C124101348 @default.
- W4289538445 hasConceptScore W4289538445C127313418 @default.
- W4289538445 hasConceptScore W4289538445C134306372 @default.
- W4289538445 hasConceptScore W4289538445C153180895 @default.
- W4289538445 hasConceptScore W4289538445C154945302 @default.
- W4289538445 hasConceptScore W4289538445C165205528 @default.
- W4289538445 hasConceptScore W4289538445C175551986 @default.
- W4289538445 hasConceptScore W4289538445C177148314 @default.
- W4289538445 hasConceptScore W4289538445C22019652 @default.
- W4289538445 hasConceptScore W4289538445C33923547 @default.
- W4289538445 hasConceptScore W4289538445C41008148 @default.
- W4289538445 hasConceptScore W4289538445C50644808 @default.
- W4289538445 hasFunder F4320321001 @default.
- W4289538445 hasIssue "3" @default.
- W4289538445 hasLocation W42895384451 @default.
- W4289538445 hasOpenAccess W4289538445 @default.
- W4289538445 hasPrimaryLocation W42895384451 @default.
- W4289538445 hasRelatedWork W1996541855 @default.
- W4289538445 hasRelatedWork W2742991909 @default.
- W4289538445 hasRelatedWork W2767651786 @default.
- W4289538445 hasRelatedWork W2940336242 @default.
- W4289538445 hasRelatedWork W2953328427 @default.
- W4289538445 hasRelatedWork W2989932438 @default.
- W4289538445 hasRelatedWork W3099765033 @default.
- W4289538445 hasRelatedWork W4210794429 @default.
- W4289538445 hasRelatedWork W4283732135 @default.
- W4289538445 hasRelatedWork W4313159793 @default.
- W4289538445 hasVolume "72" @default.
- W4289538445 isParatext "false" @default.
- W4289538445 isRetracted "false" @default.
- W4289538445 workType "article" @default.