FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4296137080> ?p ?o ?g. }

• W4296137080 abstract "Abstract Sustainable energy systems are characterised by an increased integration of renewable energy sources, which magnifies the fluctuations in energy supply. Methods to to cope with these magnified fluctuations, such as load shifting, typically require accurate short-term load forecasts. Although numerous machine learning models have been developed to improve short-term load forecasting (STLF), these models often require large amounts of training data. Unfortunately, such data is usually not available, for example, due to new users or privacy concerns. Therefore, obtaining accurate short-term load forecasts with little data is a major challenge. The present paper thus proposes the latent space-based forecast enhancer (LSFE), a method which combines transfer learning and data augmentation to enhance STLF when training data is limited. The LSFE first trains a generative model on source data similar to the target data before using the latent space data representation of the target data to generate seed noise. Finally, we use this seed noise to generate synthetic data, which we combine with real data to enhance STLF. We evaluate the LSFE on real-world electricity data by examining the influence of its components, analysing its influence on obtained forecasts, and comparing its performance to benchmark models. We show that the Latent Space-based Forecast Enhancer is generally capable of improving the forecast accuracy and thus helps to successfully meet the challenge of limited available training data." @default.
• W4296137080 created "2022-09-17" @default.
• W4296137080 creator A5001459055 @default.
• W4296137080 creator A5005576823 @default.
• W4296137080 creator A5014228448 @default.
• W4296137080 creator A5035597795 @default.
• W4296137080 creator A5041432276 @default.
• W4296137080 creator A5047474927 @default.
• W4296137080 creator A5048040015 @default.
• W4296137080 date "2022-09-07" @default.
• W4296137080 modified "2023-09-26" @default.
• W4296137080 title "Boost short-term load forecasts with synthetic data from transferred latent space information" @default.
• W4296137080 cites W1991274233 @default.
• W4296137080 cites W2008300604 @default.
• W4296137080 cites W2151767444 @default.
• W4296137080 cites W2153955158 @default.
• W4296137080 cites W2157538353 @default.
• W4296137080 cites W2593249465 @default.
• W4296137080 cites W2773116114 @default.
• W4296137080 cites W2787684890 @default.
• W4296137080 cites W2787894218 @default.
• W4296137080 cites W2788755111 @default.
• W4296137080 cites W2792046648 @default.
• W4296137080 cites W2907164325 @default.
• W4296137080 cites W2964248263 @default.
• W4296137080 cites W2975975302 @default.
• W4296137080 cites W2979475588 @default.
• W4296137080 cites W3004007986 @default.
• W4296137080 cites W3006510956 @default.
• W4296137080 cites W3010424471 @default.
• W4296137080 cites W3085257246 @default.
• W4296137080 cites W3110772809 @default.
• W4296137080 cites W3126704758 @default.
• W4296137080 cites W3135143126 @default.
• W4296137080 cites W3143381390 @default.
• W4296137080 cites W3164787933 @default.
• W4296137080 cites W3182685990 @default.
• W4296137080 cites W3187911394 @default.
• W4296137080 cites W4289517828 @default.
• W4296137080 doi "https://doi.org/10.1186/s42162-022-00214-7" @default.
• W4296137080 hasPublicationYear "2022" @default.
• W4296137080 type Work @default.
• W4296137080 citedByCount "0" @default.
• W4296137080 crossrefType "journal-article" @default.
• W4296137080 hasAuthorship W4296137080A5001459055 @default.
• W4296137080 hasAuthorship W4296137080A5005576823 @default.
• W4296137080 hasAuthorship W4296137080A5014228448 @default.
• W4296137080 hasAuthorship W4296137080A5035597795 @default.
• W4296137080 hasAuthorship W4296137080A5041432276 @default.
• W4296137080 hasAuthorship W4296137080A5047474927 @default.
• W4296137080 hasAuthorship W4296137080A5048040015 @default.
• W4296137080 hasBestOaLocation W42961370801 @default.
• W4296137080 hasConcept C115961682 @default.
• W4296137080 hasConcept C119857082 @default.
• W4296137080 hasConcept C121332964 @default.
• W4296137080 hasConcept C124101348 @default.
• W4296137080 hasConcept C13280743 @default.
• W4296137080 hasConcept C154945302 @default.
• W4296137080 hasConcept C160920958 @default.
• W4296137080 hasConcept C185798385 @default.
• W4296137080 hasConcept C205649164 @default.
• W4296137080 hasConcept C41008148 @default.
• W4296137080 hasConcept C61797465 @default.
• W4296137080 hasConcept C62520636 @default.
• W4296137080 hasConcept C67186912 @default.
• W4296137080 hasConcept C75684735 @default.
• W4296137080 hasConcept C77088390 @default.
• W4296137080 hasConcept C99498987 @default.
• W4296137080 hasConceptScore W4296137080C115961682 @default.
• W4296137080 hasConceptScore W4296137080C119857082 @default.
• W4296137080 hasConceptScore W4296137080C121332964 @default.
• W4296137080 hasConceptScore W4296137080C124101348 @default.
• W4296137080 hasConceptScore W4296137080C13280743 @default.
• W4296137080 hasConceptScore W4296137080C154945302 @default.
• W4296137080 hasConceptScore W4296137080C160920958 @default.
• W4296137080 hasConceptScore W4296137080C185798385 @default.
• W4296137080 hasConceptScore W4296137080C205649164 @default.
• W4296137080 hasConceptScore W4296137080C41008148 @default.
• W4296137080 hasConceptScore W4296137080C61797465 @default.
• W4296137080 hasConceptScore W4296137080C62520636 @default.
• W4296137080 hasConceptScore W4296137080C67186912 @default.
• W4296137080 hasConceptScore W4296137080C75684735 @default.
• W4296137080 hasConceptScore W4296137080C77088390 @default.
• W4296137080 hasConceptScore W4296137080C99498987 @default.
• W4296137080 hasIssue "S1" @default.
• W4296137080 hasLocation W42961370801 @default.
• W4296137080 hasOpenAccess W4296137080 @default.
• W4296137080 hasPrimaryLocation W42961370801 @default.
• W4296137080 hasRelatedWork W2294997440 @default.
• W4296137080 hasRelatedWork W2330460324 @default.
• W4296137080 hasRelatedWork W2577022150 @default.
• W4296137080 hasRelatedWork W2729447137 @default.
• W4296137080 hasRelatedWork W3014300295 @default.
• W4296137080 hasRelatedWork W3035702670 @default.
• W4296137080 hasRelatedWork W3038785057 @default.
• W4296137080 hasRelatedWork W3205677146 @default.
• W4296137080 hasRelatedWork W4313549252 @default.
• W4296137080 hasRelatedWork W4361732478 @default.
• W4296137080 hasVolume "5" @default.
• W4296137080 isParatext "false" @default.

• next