Matches in SemOpenAlex for { <https://semopenalex.org/work/W4367281472> ?p ?o ?g. }
Showing items 1 to 76 of
76
with 100 items per page.
- W4367281472 endingPage "13" @default.
- W4367281472 startingPage "1" @default.
- W4367281472 abstract "The randomness and volatility of wind power severely challenge the safety and economy of power grids. Most short-term forecasting models exclusively concentrate on the correlation of numerical weather prediction (NWP) with wind power, while ignoring the temporal autocorrelation of wind power. To take both of them into consideration, this paper proposes a continuous conditional random field (CCRF) model integrated with the bidirectional LSTM (Bi-LSTM) and Gaussian Kernels (GKs). Firstly, through establishing the weather research and forecasting model, NWP data of high temporal-spatial resolution are generated as the input features of forecasting model. Secondly, Bi-LSTM is employed as the unary potential function to construct the non-linear relationship of the feature sequence with the wind power sequence, and the pre-defined two GKs are supplemented as the pairwise potential function to learn the interaction of wind power sequence. Thirdly, with the two potential functions, the CCRF model is constructed and trained by applying the mean-field theory, avoiding the complex gradient derivation in the learning process. Finally, the proposed CCRF model is tested through case studies and the results show that the forecasting accuracy can exceed that of any selected benchmark model." @default.
- W4367281472 created "2023-04-29" @default.
- W4367281472 creator A5003294902 @default.
- W4367281472 creator A5010334964 @default.
- W4367281472 creator A5059750606 @default.
- W4367281472 creator A5071458554 @default.
- W4367281472 creator A5077156581 @default.
- W4367281472 date "2023-01-01" @default.
- W4367281472 modified "2023-10-04" @default.
- W4367281472 title "Short-Term Wind Power Forecast Based on Continuous Conditional Random Field" @default.
- W4367281472 doi "https://doi.org/10.1109/tpwrs.2023.3270662" @default.
- W4367281472 hasPublicationYear "2023" @default.
- W4367281472 type Work @default.
- W4367281472 citedByCount "1" @default.
- W4367281472 crossrefType "journal-article" @default.
- W4367281472 hasAuthorship W4367281472A5003294902 @default.
- W4367281472 hasAuthorship W4367281472A5010334964 @default.
- W4367281472 hasAuthorship W4367281472A5059750606 @default.
- W4367281472 hasAuthorship W4367281472A5071458554 @default.
- W4367281472 hasAuthorship W4367281472A5077156581 @default.
- W4367281472 hasConcept C105795698 @default.
- W4367281472 hasConcept C119599485 @default.
- W4367281472 hasConcept C121332964 @default.
- W4367281472 hasConcept C125112378 @default.
- W4367281472 hasConcept C127413603 @default.
- W4367281472 hasConcept C147947694 @default.
- W4367281472 hasConcept C152565575 @default.
- W4367281472 hasConcept C153294291 @default.
- W4367281472 hasConcept C154945302 @default.
- W4367281472 hasConcept C163258240 @default.
- W4367281472 hasConcept C205649164 @default.
- W4367281472 hasConcept C2781084341 @default.
- W4367281472 hasConcept C33923547 @default.
- W4367281472 hasConcept C41008148 @default.
- W4367281472 hasConcept C5297727 @default.
- W4367281472 hasConcept C62520636 @default.
- W4367281472 hasConcept C78600449 @default.
- W4367281472 hasConcept C89227174 @default.
- W4367281472 hasConceptScore W4367281472C105795698 @default.
- W4367281472 hasConceptScore W4367281472C119599485 @default.
- W4367281472 hasConceptScore W4367281472C121332964 @default.
- W4367281472 hasConceptScore W4367281472C125112378 @default.
- W4367281472 hasConceptScore W4367281472C127413603 @default.
- W4367281472 hasConceptScore W4367281472C147947694 @default.
- W4367281472 hasConceptScore W4367281472C152565575 @default.
- W4367281472 hasConceptScore W4367281472C153294291 @default.
- W4367281472 hasConceptScore W4367281472C154945302 @default.
- W4367281472 hasConceptScore W4367281472C163258240 @default.
- W4367281472 hasConceptScore W4367281472C205649164 @default.
- W4367281472 hasConceptScore W4367281472C2781084341 @default.
- W4367281472 hasConceptScore W4367281472C33923547 @default.
- W4367281472 hasConceptScore W4367281472C41008148 @default.
- W4367281472 hasConceptScore W4367281472C5297727 @default.
- W4367281472 hasConceptScore W4367281472C62520636 @default.
- W4367281472 hasConceptScore W4367281472C78600449 @default.
- W4367281472 hasConceptScore W4367281472C89227174 @default.
- W4367281472 hasFunder F4320321001 @default.
- W4367281472 hasFunder F4320321543 @default.
- W4367281472 hasLocation W43672814721 @default.
- W4367281472 hasOpenAccess W4367281472 @default.
- W4367281472 hasPrimaryLocation W43672814721 @default.
- W4367281472 hasRelatedWork W1635056283 @default.
- W4367281472 hasRelatedWork W2008873428 @default.
- W4367281472 hasRelatedWork W2098365361 @default.
- W4367281472 hasRelatedWork W2114471530 @default.
- W4367281472 hasRelatedWork W2118825806 @default.
- W4367281472 hasRelatedWork W2153263933 @default.
- W4367281472 hasRelatedWork W2315434711 @default.
- W4367281472 hasRelatedWork W2383707816 @default.
- W4367281472 hasRelatedWork W4205282669 @default.
- W4367281472 hasRelatedWork W2273133572 @default.
- W4367281472 isParatext "false" @default.
- W4367281472 isRetracted "false" @default.
- W4367281472 workType "article" @default.