Matches in SemOpenAlex for { <https://semopenalex.org/work/W4226058060> ?p ?o ?g. }
Showing items 1 to 98 of
98
with 100 items per page.
- W4226058060 endingPage "13" @default.
- W4226058060 startingPage "1" @default.
- W4226058060 abstract "Industrial robots are one of the most typical machines in smart manufacturing systems. Their joint bearing faults account for a significant portion of failures. Data-driven bearing fault diagnosis methods, especially deep learning methods, have become a research hotspot due to the development of the industrial Internet of Things and big data. However, the varying working conditions of industrial robots, such as the continuous changing of load and speed, challenge the existing data-driven methods. Although adversarial-based domain adaptive methods are promising for solving this problem, they still face an equilibrium issue in the model training process. Therefore, a novel deep perceptual adversarial domain adaptive (DPADA) method is proposed for fault diagnosis of industrial robot bearings under varying conditions in this article. Here, a novel perceptual loss is proposed to force the target domain and the source domain to have the same distribution, which helps to improve the stability of adversarial training. Correspondingly, a timestamp mapping-based vibration signal screening method is proposed to improve data preprocessing efficiency for fault diagnosis of industrial robots. Extensive experimental results show that the accuracy of DPADA is superior to convolutional neural network (CNN) and conditional domain-adversarial network (CDAN)-based methods. A comparison is further performed on transfer tasks in three classical transfer scenes of industrial robots." @default.
- W4226058060 created "2022-05-05" @default.
- W4226058060 creator A5005866333 @default.
- W4226058060 creator A5011258288 @default.
- W4226058060 creator A5022054244 @default.
- W4226058060 creator A5067041128 @default.
- W4226058060 creator A5073531557 @default.
- W4226058060 creator A5081246570 @default.
- W4226058060 date "2022-01-01" @default.
- W4226058060 modified "2023-10-09" @default.
- W4226058060 title "Intelligent Fault Diagnosis for Bearings of Industrial Robot Joints Under Varying Working Conditions Based on Deep Adversarial Domain Adaptation" @default.
- W4226058060 cites W1498436455 @default.
- W4226058060 cites W1779010541 @default.
- W4226058060 cites W1966466234 @default.
- W4226058060 cites W2034480970 @default.
- W4226058060 cites W2079461823 @default.
- W4226058060 cites W2165698076 @default.
- W4226058060 cites W2556013418 @default.
- W4226058060 cites W2584994008 @default.
- W4226058060 cites W2595141258 @default.
- W4226058060 cites W2707036725 @default.
- W4226058060 cites W2763583057 @default.
- W4226058060 cites W2782812883 @default.
- W4226058060 cites W2788276261 @default.
- W4226058060 cites W2803884688 @default.
- W4226058060 cites W2901319964 @default.
- W4226058060 cites W2904218127 @default.
- W4226058060 cites W2921887991 @default.
- W4226058060 cites W2953680418 @default.
- W4226058060 cites W2955372875 @default.
- W4226058060 cites W2969902687 @default.
- W4226058060 cites W2977501260 @default.
- W4226058060 cites W2990740643 @default.
- W4226058060 cites W3000175441 @default.
- W4226058060 cites W3012040475 @default.
- W4226058060 cites W3027221375 @default.
- W4226058060 cites W3030489213 @default.
- W4226058060 cites W3043790829 @default.
- W4226058060 cites W3047675943 @default.
- W4226058060 cites W3048796145 @default.
- W4226058060 cites W3083796308 @default.
- W4226058060 cites W3093984614 @default.
- W4226058060 cites W3096831136 @default.
- W4226058060 cites W3106901053 @default.
- W4226058060 cites W3128151922 @default.
- W4226058060 cites W3157123770 @default.
- W4226058060 cites W3200337201 @default.
- W4226058060 cites W3208000157 @default.
- W4226058060 cites W4206821701 @default.
- W4226058060 cites W4253290211 @default.
- W4226058060 doi "https://doi.org/10.1109/tim.2022.3158996" @default.
- W4226058060 hasPublicationYear "2022" @default.
- W4226058060 type Work @default.
- W4226058060 citedByCount "10" @default.
- W4226058060 countsByYear W42260580602022 @default.
- W4226058060 countsByYear W42260580602023 @default.
- W4226058060 crossrefType "journal-article" @default.
- W4226058060 hasAuthorship W4226058060A5005866333 @default.
- W4226058060 hasAuthorship W4226058060A5011258288 @default.
- W4226058060 hasAuthorship W4226058060A5022054244 @default.
- W4226058060 hasAuthorship W4226058060A5067041128 @default.
- W4226058060 hasAuthorship W4226058060A5073531557 @default.
- W4226058060 hasAuthorship W4226058060A5081246570 @default.
- W4226058060 hasConcept C108583219 @default.
- W4226058060 hasConcept C119857082 @default.
- W4226058060 hasConcept C154945302 @default.
- W4226058060 hasConcept C2776126113 @default.
- W4226058060 hasConcept C41008148 @default.
- W4226058060 hasConcept C81363708 @default.
- W4226058060 hasConcept C90509273 @default.
- W4226058060 hasConceptScore W4226058060C108583219 @default.
- W4226058060 hasConceptScore W4226058060C119857082 @default.
- W4226058060 hasConceptScore W4226058060C154945302 @default.
- W4226058060 hasConceptScore W4226058060C2776126113 @default.
- W4226058060 hasConceptScore W4226058060C41008148 @default.
- W4226058060 hasConceptScore W4226058060C81363708 @default.
- W4226058060 hasConceptScore W4226058060C90509273 @default.
- W4226058060 hasFunder F4320321001 @default.
- W4226058060 hasFunder F4320335777 @default.
- W4226058060 hasLocation W42260580601 @default.
- W4226058060 hasOpenAccess W4226058060 @default.
- W4226058060 hasPrimaryLocation W42260580601 @default.
- W4226058060 hasRelatedWork W2337926734 @default.
- W4226058060 hasRelatedWork W2731899572 @default.
- W4226058060 hasRelatedWork W3116150086 @default.
- W4226058060 hasRelatedWork W3133861977 @default.
- W4226058060 hasRelatedWork W4200173597 @default.
- W4226058060 hasRelatedWork W4311257506 @default.
- W4226058060 hasRelatedWork W4312417841 @default.
- W4226058060 hasRelatedWork W4320802194 @default.
- W4226058060 hasRelatedWork W4321369474 @default.
- W4226058060 hasRelatedWork W4366224123 @default.
- W4226058060 hasVolume "71" @default.
- W4226058060 isParatext "false" @default.
- W4226058060 isRetracted "false" @default.
- W4226058060 workType "article" @default.