Matches in SemOpenAlex for { <https://semopenalex.org/work/W4386085558> ?p ?o ?g. }
Showing items 1 to 61 of
61
with 100 items per page.
- W4386085558 abstract "The concentration of dissolved gas in transformers is closely related to their operating status. Aiming at dissolved gas analysis (DGA) in transformer oil, this paper proposes a fault diagnosis method for transformer DGA based on long-term and short-term memory (LSTM) artificial neural networks. The method uses 240 sets of samples collected by China Southern Power Grid Corporation, with 180 sets as training data and the remaining 60 sets as test data. The input consists of five kinds of dissolved gases in oil, and the output is the corresponding fault type. The hyperparameters (H1=H2=50) of the network are determined through experimentation to establish a transformer DGA fault diagnosis model based on LSTM. The research results indicate that the LSTM diagnosis model has higher consistency with actual fault types compared to the traditional neural network diagnosis model. These findings demonstrate the promising application prospects of LSTM in the field of transformer DGA fault diagnosis." @default.
- W4386085558 created "2023-08-24" @default.
- W4386085558 creator A5069994820 @default.
- W4386085558 creator A5072315367 @default.
- W4386085558 creator A5076988447 @default.
- W4386085558 creator A5079120508 @default.
- W4386085558 date "2023-04-01" @default.
- W4386085558 modified "2023-10-16" @default.
- W4386085558 title "Research on the Transformer Fault Diagnosis Method Based on LSTM Artificial Neural Network and DGA" @default.
- W4386085558 cites W2045220271 @default.
- W4386085558 cites W2064675550 @default.
- W4386085558 cites W2067248431 @default.
- W4386085558 cites W2084277209 @default.
- W4386085558 doi "https://doi.org/10.1109/2icml58251.2022.00018" @default.
- W4386085558 hasPublicationYear "2023" @default.
- W4386085558 type Work @default.
- W4386085558 citedByCount "0" @default.
- W4386085558 crossrefType "proceedings-article" @default.
- W4386085558 hasAuthorship W4386085558A5069994820 @default.
- W4386085558 hasAuthorship W4386085558A5072315367 @default.
- W4386085558 hasAuthorship W4386085558A5076988447 @default.
- W4386085558 hasAuthorship W4386085558A5079120508 @default.
- W4386085558 hasConcept C119599485 @default.
- W4386085558 hasConcept C119857082 @default.
- W4386085558 hasConcept C127413603 @default.
- W4386085558 hasConcept C154945302 @default.
- W4386085558 hasConcept C165801399 @default.
- W4386085558 hasConcept C181335627 @default.
- W4386085558 hasConcept C41008148 @default.
- W4386085558 hasConcept C50644808 @default.
- W4386085558 hasConcept C66322947 @default.
- W4386085558 hasConcept C81818771 @default.
- W4386085558 hasConcept C8642999 @default.
- W4386085558 hasConceptScore W4386085558C119599485 @default.
- W4386085558 hasConceptScore W4386085558C119857082 @default.
- W4386085558 hasConceptScore W4386085558C127413603 @default.
- W4386085558 hasConceptScore W4386085558C154945302 @default.
- W4386085558 hasConceptScore W4386085558C165801399 @default.
- W4386085558 hasConceptScore W4386085558C181335627 @default.
- W4386085558 hasConceptScore W4386085558C41008148 @default.
- W4386085558 hasConceptScore W4386085558C50644808 @default.
- W4386085558 hasConceptScore W4386085558C66322947 @default.
- W4386085558 hasConceptScore W4386085558C81818771 @default.
- W4386085558 hasConceptScore W4386085558C8642999 @default.
- W4386085558 hasFunder F4320323192 @default.
- W4386085558 hasLocation W43860855581 @default.
- W4386085558 hasOpenAccess W4386085558 @default.
- W4386085558 hasPrimaryLocation W43860855581 @default.
- W4386085558 hasRelatedWork W191632763 @default.
- W4386085558 hasRelatedWork W1984538318 @default.
- W4386085558 hasRelatedWork W2122372740 @default.
- W4386085558 hasRelatedWork W3199608561 @default.
- W4386085558 hasRelatedWork W4210794429 @default.
- W4386085558 hasRelatedWork W4223456145 @default.
- W4386085558 hasRelatedWork W4283697347 @default.
- W4386085558 hasRelatedWork W4295309597 @default.
- W4386085558 hasRelatedWork W4296456612 @default.
- W4386085558 hasRelatedWork W4309113015 @default.
- W4386085558 isParatext "false" @default.
- W4386085558 isRetracted "false" @default.
- W4386085558 workType "article" @default.