Matches in SemOpenAlex for { <https://semopenalex.org/work/W4386597375> ?p ?o ?g. }
Showing items 1 to 86 of
86
with 100 items per page.
- W4386597375 abstract "In order to prevent the failure of power electronic devices caused by the aging failure of Insulated Gate Bipolar Transistor (IGBT), this paper proposes an improved Long Short-Term Memory (LSTM) network for IGBT life prediction. Firstly, the collector-emitter spike voltage in the IGBT aging dataset is analyzed and selected as the aging feature, and the aging feature is extracted and reconstructed based on the Successive Variational Mode Decomposition (SVMD) method. Secondly, the grid search method is used to find the optimization of hyperparameters such as optimizer, epochs, and batchsize of the LSTM network to improve the prediction accuracy. Finally, the prediction results of the LSTM model are input to a Gaussian naive Bayes classifier to convert the IGBT remaining life. By comparing the prediction result with the traditional LSTM model, the mean absolute error and root mean square error of this method are reduced by 54.8% and 52.0%, which can predict the remaining life of IGBT more accurately." @default.
- W4386597375 created "2023-09-12" @default.
- W4386597375 creator A5002495815 @default.
- W4386597375 creator A5021520135 @default.
- W4386597375 creator A5033791221 @default.
- W4386597375 creator A5080919339 @default.
- W4386597375 date "2023-08-18" @default.
- W4386597375 modified "2023-09-29" @default.
- W4386597375 title "Life Prediction for IGBT Based on Improved Long Short-Term Memory Network" @default.
- W4386597375 cites W2230698191 @default.
- W4386597375 cites W2755545256 @default.
- W4386597375 cites W2767563363 @default.
- W4386597375 cites W2769968424 @default.
- W4386597375 cites W2791908960 @default.
- W4386597375 cites W2794383999 @default.
- W4386597375 cites W2885195348 @default.
- W4386597375 cites W2944851425 @default.
- W4386597375 cites W2972334001 @default.
- W4386597375 cites W3011559547 @default.
- W4386597375 cites W3012372069 @default.
- W4386597375 cites W3119945407 @default.
- W4386597375 cites W3120346419 @default.
- W4386597375 cites W3135351349 @default.
- W4386597375 cites W3182445575 @default.
- W4386597375 doi "https://doi.org/10.1109/iciea58696.2023.10241612" @default.
- W4386597375 hasPublicationYear "2023" @default.
- W4386597375 type Work @default.
- W4386597375 citedByCount "0" @default.
- W4386597375 crossrefType "proceedings-article" @default.
- W4386597375 hasAuthorship W4386597375A5002495815 @default.
- W4386597375 hasAuthorship W4386597375A5021520135 @default.
- W4386597375 hasAuthorship W4386597375A5033791221 @default.
- W4386597375 hasAuthorship W4386597375A5080919339 @default.
- W4386597375 hasConcept C105795698 @default.
- W4386597375 hasConcept C119599485 @default.
- W4386597375 hasConcept C121332964 @default.
- W4386597375 hasConcept C12267149 @default.
- W4386597375 hasConcept C127413603 @default.
- W4386597375 hasConcept C139945424 @default.
- W4386597375 hasConcept C153180895 @default.
- W4386597375 hasConcept C154945302 @default.
- W4386597375 hasConcept C163716315 @default.
- W4386597375 hasConcept C165801399 @default.
- W4386597375 hasConcept C24326235 @default.
- W4386597375 hasConcept C28285623 @default.
- W4386597375 hasConcept C33923547 @default.
- W4386597375 hasConcept C41008148 @default.
- W4386597375 hasConcept C46918542 @default.
- W4386597375 hasConcept C52001869 @default.
- W4386597375 hasConcept C61797465 @default.
- W4386597375 hasConcept C62520636 @default.
- W4386597375 hasConceptScore W4386597375C105795698 @default.
- W4386597375 hasConceptScore W4386597375C119599485 @default.
- W4386597375 hasConceptScore W4386597375C121332964 @default.
- W4386597375 hasConceptScore W4386597375C12267149 @default.
- W4386597375 hasConceptScore W4386597375C127413603 @default.
- W4386597375 hasConceptScore W4386597375C139945424 @default.
- W4386597375 hasConceptScore W4386597375C153180895 @default.
- W4386597375 hasConceptScore W4386597375C154945302 @default.
- W4386597375 hasConceptScore W4386597375C163716315 @default.
- W4386597375 hasConceptScore W4386597375C165801399 @default.
- W4386597375 hasConceptScore W4386597375C24326235 @default.
- W4386597375 hasConceptScore W4386597375C28285623 @default.
- W4386597375 hasConceptScore W4386597375C33923547 @default.
- W4386597375 hasConceptScore W4386597375C41008148 @default.
- W4386597375 hasConceptScore W4386597375C46918542 @default.
- W4386597375 hasConceptScore W4386597375C52001869 @default.
- W4386597375 hasConceptScore W4386597375C61797465 @default.
- W4386597375 hasConceptScore W4386597375C62520636 @default.
- W4386597375 hasFunder F4320321001 @default.
- W4386597375 hasLocation W43865973751 @default.
- W4386597375 hasOpenAccess W4386597375 @default.
- W4386597375 hasPrimaryLocation W43865973751 @default.
- W4386597375 hasRelatedWork W1561467292 @default.
- W4386597375 hasRelatedWork W2073872865 @default.
- W4386597375 hasRelatedWork W2594425090 @default.
- W4386597375 hasRelatedWork W2768758571 @default.
- W4386597375 hasRelatedWork W2782536477 @default.
- W4386597375 hasRelatedWork W2808613270 @default.
- W4386597375 hasRelatedWork W3036572643 @default.
- W4386597375 hasRelatedWork W3044272884 @default.
- W4386597375 hasRelatedWork W3134391916 @default.
- W4386597375 hasRelatedWork W4385512994 @default.
- W4386597375 isParatext "false" @default.
- W4386597375 isRetracted "false" @default.
- W4386597375 workType "article" @default.