FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4207050292> ?p ?o ?g. }

• W4207050292 endingPage "100622" @default.
• W4207050292 startingPage "100622" @default.
• W4207050292 abstract "An accurate load forecasting method is critical to the distribution networks to match the supply with demand. In this paper, Variational Mode Decomposition (VMD) and Stacking model fusion are composed to obtain a short-term load forecasting method for real-time power dispatch. Firstly, a VMD algorithm decomposes the load series into dissimilar intrinsic mode functions (IMF), and the Approximate Entropy (ApEn) of each IMF is calculated to produce corresponding new components. Secondly, eXtreme Gradient Boosting (XGBoost), Long Short-Term Memory (LSTM), Support Vector Machines (SVM) and K-Nearest Neighbour (KNN) are used as basic models to predict each IMF. Thirdly, the data fusion problem, which is always oversimplified treated, is solved under the Stacking integration framework. The final prediction results of these basic models are obtained by an ensemble learning method. The prediction results of each component are superposed and then a weighted fusion method is carried out. It is demonstrated that the component estimation is well fused using the Stacking model fusion method. In comparison with the experimental results of XGBoost, VMD-XGBoost, and KNN methods, the proposed method can significantly improve the accuracy." @default.
• W4207050292 created "2022-01-26" @default.
• W4207050292 creator A5002217097 @default.
• W4207050292 creator A5021860869 @default.
• W4207050292 creator A5025756253 @default.
• W4207050292 creator A5036137650 @default.
• W4207050292 creator A5040798318 @default.
• W4207050292 creator A5052441498 @default.
• W4207050292 date "2022-06-01" @default.
• W4207050292 modified "2023-10-18" @default.
• W4207050292 title "Short-term load forecasting method with variational mode decomposition and stacking model fusion" @default.
• W4207050292 cites W2000982976 @default.
• W4207050292 cites W2004871065 @default.
• W4207050292 cites W2010394717 @default.
• W4207050292 cites W2041179169 @default.
• W4207050292 cites W2077204677 @default.
• W4207050292 cites W2321536237 @default.
• W4207050292 cites W2562403923 @default.
• W4207050292 cites W2601171548 @default.
• W4207050292 cites W2745330284 @default.
• W4207050292 cites W2748388862 @default.
• W4207050292 cites W2754252319 @default.
• W4207050292 cites W2792276407 @default.
• W4207050292 cites W2805797750 @default.
• W4207050292 cites W2883144926 @default.
• W4207050292 cites W2904016210 @default.
• W4207050292 cites W2909474405 @default.
• W4207050292 cites W2909670596 @default.
• W4207050292 cites W2944006160 @default.
• W4207050292 cites W2954413670 @default.
• W4207050292 cites W2971126087 @default.
• W4207050292 cites W2997116410 @default.
• W4207050292 cites W2999807795 @default.
• W4207050292 cites W3003258951 @default.
• W4207050292 cites W3003738714 @default.
• W4207050292 cites W3004335670 @default.
• W4207050292 cites W3006815594 @default.
• W4207050292 cites W3011349791 @default.
• W4207050292 cites W3011699874 @default.
• W4207050292 cites W3024458572 @default.
• W4207050292 cites W3024462273 @default.
• W4207050292 cites W3026446390 @default.
• W4207050292 cites W3041032185 @default.
• W4207050292 cites W3046831122 @default.
• W4207050292 doi "https://doi.org/10.1016/j.segan.2022.100622" @default.
• W4207050292 hasPublicationYear "2022" @default.
• W4207050292 type Work @default.
• W4207050292 citedByCount "14" @default.
• W4207050292 countsByYear W42070502922022 @default.
• W4207050292 countsByYear W42070502922023 @default.
• W4207050292 crossrefType "journal-article" @default.
• W4207050292 hasAuthorship W4207050292A5002217097 @default.
• W4207050292 hasAuthorship W4207050292A5021860869 @default.
• W4207050292 hasAuthorship W4207050292A5025756253 @default.
• W4207050292 hasAuthorship W4207050292A5036137650 @default.
• W4207050292 hasAuthorship W4207050292A5040798318 @default.
• W4207050292 hasAuthorship W4207050292A5052441498 @default.
• W4207050292 hasConcept C111919701 @default.
• W4207050292 hasConcept C11413529 @default.
• W4207050292 hasConcept C121332964 @default.
• W4207050292 hasConcept C12267149 @default.
• W4207050292 hasConcept C124101348 @default.
• W4207050292 hasConcept C126255220 @default.
• W4207050292 hasConcept C138885662 @default.
• W4207050292 hasConcept C153180895 @default.
• W4207050292 hasConcept C154945302 @default.
• W4207050292 hasConcept C158525013 @default.
• W4207050292 hasConcept C33347731 @default.
• W4207050292 hasConcept C33923547 @default.
• W4207050292 hasConcept C41008148 @default.
• W4207050292 hasConcept C41895202 @default.
• W4207050292 hasConcept C46141821 @default.
• W4207050292 hasConcept C48677424 @default.
• W4207050292 hasConcept C61797465 @default.
• W4207050292 hasConcept C62520636 @default.
• W4207050292 hasConceptScore W4207050292C111919701 @default.
• W4207050292 hasConceptScore W4207050292C11413529 @default.
• W4207050292 hasConceptScore W4207050292C121332964 @default.
• W4207050292 hasConceptScore W4207050292C12267149 @default.
• W4207050292 hasConceptScore W4207050292C124101348 @default.
• W4207050292 hasConceptScore W4207050292C126255220 @default.
• W4207050292 hasConceptScore W4207050292C138885662 @default.
• W4207050292 hasConceptScore W4207050292C153180895 @default.
• W4207050292 hasConceptScore W4207050292C154945302 @default.
• W4207050292 hasConceptScore W4207050292C158525013 @default.
• W4207050292 hasConceptScore W4207050292C33347731 @default.
• W4207050292 hasConceptScore W4207050292C33923547 @default.
• W4207050292 hasConceptScore W4207050292C41008148 @default.
• W4207050292 hasConceptScore W4207050292C41895202 @default.
• W4207050292 hasConceptScore W4207050292C46141821 @default.
• W4207050292 hasConceptScore W4207050292C48677424 @default.
• W4207050292 hasConceptScore W4207050292C61797465 @default.
• W4207050292 hasConceptScore W4207050292C62520636 @default.
• W4207050292 hasFunder F4320321001 @default.
• W4207050292 hasLocation W42070502921 @default.
• W4207050292 hasOpenAccess W4207050292 @default.
• W4207050292 hasPrimaryLocation W42070502921 @default.
• W4207050292 hasRelatedWork W2041399278 @default.

• next