Matches in SemOpenAlex for { <https://semopenalex.org/work/W3156152912> ?p ?o ?g. }
- W3156152912 endingPage "2566" @default.
- W3156152912 startingPage "2551" @default.
- W3156152912 abstract "The variable working conditions and frequent turns make the aircraft actuator system prone to failure, seriously threatening flight safety. The identification of the airplane actuator system is critical for flight decisions and safety. Most fault diagnosis methods of actuators only focus on the actuators themselves, ignoring the disturbance caused by the fault of the actuator position sensor, which may easily lead to wrong decisions. In order to distinguish the actuator fault from its position sensor fault and identify the fault type accurately, an offline diagnosis method of convolutional neural network (CNN) with novel topology for processing time series is proposed. A new shift layer is added after the input layer, which avoids the loss of a large number of features due to the direct connection between the time series and the convolutional layer. A local topological network learning complex pattern with inception module is designed to improve the diagnostic accuracy in different working conditions. The wide residual structure is introduced to expand the convolutional channel, which allows the network features at the bottom level to propagate directly to the top level to prevent network degradation. Simulation results show that this method can accurately diagnose the actuator fault and its position sensor, with an average accuracy of 96.8%. Compared with the current mainstream data-driven methods, the precision and recall are increased by 6.3% and 6.7% respectively." @default.
- W3156152912 created "2021-04-26" @default.
- W3156152912 creator A5057515922 @default.
- W3156152912 creator A5063078131 @default.
- W3156152912 creator A5067428532 @default.
- W3156152912 creator A5090269282 @default.
- W3156152912 date "2021-04-19" @default.
- W3156152912 modified "2023-09-25" @default.
- W3156152912 title "Novel topology convolutional neural network fault diagnosis for aircraft actuators and their sensors" @default.
- W3156152912 cites W2102605133 @default.
- W3156152912 cites W2112122263 @default.
- W3156152912 cites W2194775991 @default.
- W3156152912 cites W2227442398 @default.
- W3156152912 cites W2417429787 @default.
- W3156152912 cites W2464878551 @default.
- W3156152912 cites W2520169384 @default.
- W3156152912 cites W2573587735 @default.
- W3156152912 cites W2580507099 @default.
- W3156152912 cites W2593976926 @default.
- W3156152912 cites W2604775192 @default.
- W3156152912 cites W2735326783 @default.
- W3156152912 cites W2765295284 @default.
- W3156152912 cites W2768988016 @default.
- W3156152912 cites W2772283236 @default.
- W3156152912 cites W2789959441 @default.
- W3156152912 cites W2792140610 @default.
- W3156152912 cites W2794852478 @default.
- W3156152912 cites W2803151623 @default.
- W3156152912 cites W2804879845 @default.
- W3156152912 cites W2810582279 @default.
- W3156152912 cites W2889395339 @default.
- W3156152912 cites W2896451001 @default.
- W3156152912 cites W2897534289 @default.
- W3156152912 cites W2946525982 @default.
- W3156152912 cites W2956342231 @default.
- W3156152912 cites W2969585684 @default.
- W3156152912 cites W2971018118 @default.
- W3156152912 cites W3012005617 @default.
- W3156152912 cites W3017198169 @default.
- W3156152912 doi "https://doi.org/10.1177/01423312211005612" @default.
- W3156152912 hasPublicationYear "2021" @default.
- W3156152912 type Work @default.
- W3156152912 sameAs 3156152912 @default.
- W3156152912 citedByCount "6" @default.
- W3156152912 countsByYear W31561529122022 @default.
- W3156152912 countsByYear W31561529122023 @default.
- W3156152912 crossrefType "journal-article" @default.
- W3156152912 hasAuthorship W3156152912A5057515922 @default.
- W3156152912 hasAuthorship W3156152912A5063078131 @default.
- W3156152912 hasAuthorship W3156152912A5067428532 @default.
- W3156152912 hasAuthorship W3156152912A5090269282 @default.
- W3156152912 hasConcept C10138342 @default.
- W3156152912 hasConcept C11413529 @default.
- W3156152912 hasConcept C119599485 @default.
- W3156152912 hasConcept C127313418 @default.
- W3156152912 hasConcept C127413603 @default.
- W3156152912 hasConcept C133731056 @default.
- W3156152912 hasConcept C152745839 @default.
- W3156152912 hasConcept C154945302 @default.
- W3156152912 hasConcept C155512373 @default.
- W3156152912 hasConcept C162324750 @default.
- W3156152912 hasConcept C165205528 @default.
- W3156152912 hasConcept C172707124 @default.
- W3156152912 hasConcept C175551986 @default.
- W3156152912 hasConcept C184720557 @default.
- W3156152912 hasConcept C198082294 @default.
- W3156152912 hasConcept C199845137 @default.
- W3156152912 hasConcept C2775924081 @default.
- W3156152912 hasConcept C31258907 @default.
- W3156152912 hasConcept C41008148 @default.
- W3156152912 hasConcept C47446073 @default.
- W3156152912 hasConcept C79403827 @default.
- W3156152912 hasConcept C81363708 @default.
- W3156152912 hasConceptScore W3156152912C10138342 @default.
- W3156152912 hasConceptScore W3156152912C11413529 @default.
- W3156152912 hasConceptScore W3156152912C119599485 @default.
- W3156152912 hasConceptScore W3156152912C127313418 @default.
- W3156152912 hasConceptScore W3156152912C127413603 @default.
- W3156152912 hasConceptScore W3156152912C133731056 @default.
- W3156152912 hasConceptScore W3156152912C152745839 @default.
- W3156152912 hasConceptScore W3156152912C154945302 @default.
- W3156152912 hasConceptScore W3156152912C155512373 @default.
- W3156152912 hasConceptScore W3156152912C162324750 @default.
- W3156152912 hasConceptScore W3156152912C165205528 @default.
- W3156152912 hasConceptScore W3156152912C172707124 @default.
- W3156152912 hasConceptScore W3156152912C175551986 @default.
- W3156152912 hasConceptScore W3156152912C184720557 @default.
- W3156152912 hasConceptScore W3156152912C198082294 @default.
- W3156152912 hasConceptScore W3156152912C199845137 @default.
- W3156152912 hasConceptScore W3156152912C2775924081 @default.
- W3156152912 hasConceptScore W3156152912C31258907 @default.
- W3156152912 hasConceptScore W3156152912C41008148 @default.
- W3156152912 hasConceptScore W3156152912C47446073 @default.
- W3156152912 hasConceptScore W3156152912C79403827 @default.
- W3156152912 hasConceptScore W3156152912C81363708 @default.
- W3156152912 hasIssue "11" @default.
- W3156152912 hasLocation W31561529121 @default.
- W3156152912 hasOpenAccess W3156152912 @default.