FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2907541716> ?p ?o ?g. }

• W2907541716 endingPage "115" @default.
• W2907541716 startingPage "97" @default.
• W2907541716 abstract "Satellite-measured radiances are obviously of great interest for photovoltaic (PV) energy prediction. In this work we will use them together with clear sky irradiance estimates for the nowcasting of PV energy productions over peninsular Spain. We will feed them directly into two linear Machine Learning models, Lasso and linear Support Vector Regression (SVR), and two highly non-linear ones, Deep Neural Networks (in particular, Multilayer Perceptrons, MLPs) and Gaussian SVRs. We shall also use a simple clear sky-based persistence model for benchmarking purposes. We consider prediction horizons of up to 6 h, with Gaussian SVR being statistically better than the other models at each horizon, since its errors increase slowly with time (with an average of 1.92% for the first three horizons and of 2.89% for the last three). MLPs performance is close to that of the Gaussian SVR for the longer horizons (with an average of 3.1%) but less so at the initial ones (average of 2.26%), being nevertheless significantly better than the linear models. As it could be expected, linear models give weaker results (in the initial horizons, Lasso and linear SVR have already an error of 3.21% and 3.46%, respectively), but we will take advantage of the spatial sparsity provided by Lasso to try to identify the concrete areas with a larger influence on PV energy nowcasts." @default.
• W2907541716 created "2019-01-11" @default.
• W2907541716 creator A5031174137 @default.
• W2907541716 creator A5046362615 @default.
• W2907541716 creator A5046666839 @default.
• W2907541716 creator A5059274539 @default.
• W2907541716 date "2019-01-05" @default.
• W2907541716 modified "2023-09-25" @default.
• W2907541716 title "Machine Learning Nowcasting of PV Energy Using Satellite Data" @default.
• W2907541716 cites W119593212 @default.
• W2907541716 cites W1970463904 @default.
• W2907541716 cites W2067019903 @default.
• W2907541716 cites W2075152505 @default.
• W2907541716 cites W2117427432 @default.
• W2907541716 cites W2168519756 @default.
• W2907541716 cites W2376294975 @default.
• W2907541716 cites W2413306771 @default.
• W2907541716 cites W2469734051 @default.
• W2907541716 cites W2614403197 @default.
• W2907541716 cites W2755302004 @default.
• W2907541716 cites W2765572054 @default.
• W2907541716 cites W2787894218 @default.
• W2907541716 cites W2889814654 @default.
• W2907541716 cites W4252684946 @default.
• W2907541716 doi "https://doi.org/10.1007/s11063-018-09969-1" @default.
• W2907541716 hasPublicationYear "2019" @default.
• W2907541716 type Work @default.
• W2907541716 sameAs 2907541716 @default.
• W2907541716 citedByCount "13" @default.
• W2907541716 countsByYear W29075417162019 @default.
• W2907541716 countsByYear W29075417162020 @default.
• W2907541716 countsByYear W29075417162021 @default.
• W2907541716 countsByYear W29075417162022 @default.
• W2907541716 countsByYear W29075417162023 @default.
• W2907541716 crossrefType "journal-article" @default.
• W2907541716 hasAuthorship W2907541716A5031174137 @default.
• W2907541716 hasAuthorship W2907541716A5046362615 @default.
• W2907541716 hasAuthorship W2907541716A5046666839 @default.
• W2907541716 hasAuthorship W2907541716A5059274539 @default.
• W2907541716 hasBestOaLocation W29075417162 @default.
• W2907541716 hasConcept C105795698 @default.
• W2907541716 hasConcept C11413529 @default.
• W2907541716 hasConcept C119599485 @default.
• W2907541716 hasConcept C119857082 @default.
• W2907541716 hasConcept C121332964 @default.
• W2907541716 hasConcept C12267149 @default.
• W2907541716 hasConcept C127413603 @default.
• W2907541716 hasConcept C136764020 @default.
• W2907541716 hasConcept C153294291 @default.
• W2907541716 hasConcept C154945302 @default.
• W2907541716 hasConcept C163175372 @default.
• W2907541716 hasConcept C163716315 @default.
• W2907541716 hasConcept C186370098 @default.
• W2907541716 hasConcept C205649164 @default.
• W2907541716 hasConcept C2781013037 @default.
• W2907541716 hasConcept C33923547 @default.
• W2907541716 hasConcept C37616216 @default.
• W2907541716 hasConcept C41008148 @default.
• W2907541716 hasConcept C41291067 @default.
• W2907541716 hasConcept C50644808 @default.
• W2907541716 hasConcept C60908668 @default.
• W2907541716 hasConcept C62520636 @default.
• W2907541716 hasConceptScore W2907541716C105795698 @default.
• W2907541716 hasConceptScore W2907541716C11413529 @default.
• W2907541716 hasConceptScore W2907541716C119599485 @default.
• W2907541716 hasConceptScore W2907541716C119857082 @default.
• W2907541716 hasConceptScore W2907541716C121332964 @default.
• W2907541716 hasConceptScore W2907541716C12267149 @default.
• W2907541716 hasConceptScore W2907541716C127413603 @default.
• W2907541716 hasConceptScore W2907541716C136764020 @default.
• W2907541716 hasConceptScore W2907541716C153294291 @default.
• W2907541716 hasConceptScore W2907541716C154945302 @default.
• W2907541716 hasConceptScore W2907541716C163175372 @default.
• W2907541716 hasConceptScore W2907541716C163716315 @default.
• W2907541716 hasConceptScore W2907541716C186370098 @default.
• W2907541716 hasConceptScore W2907541716C205649164 @default.
• W2907541716 hasConceptScore W2907541716C2781013037 @default.
• W2907541716 hasConceptScore W2907541716C33923547 @default.
• W2907541716 hasConceptScore W2907541716C37616216 @default.
• W2907541716 hasConceptScore W2907541716C41008148 @default.
• W2907541716 hasConceptScore W2907541716C41291067 @default.
• W2907541716 hasConceptScore W2907541716C50644808 @default.
• W2907541716 hasConceptScore W2907541716C60908668 @default.
• W2907541716 hasConceptScore W2907541716C62520636 @default.
• W2907541716 hasFunder F4320322930 @default.
• W2907541716 hasIssue "1" @default.
• W2907541716 hasLocation W29075417161 @default.
• W2907541716 hasLocation W29075417162 @default.
• W2907541716 hasOpenAccess W2907541716 @default.
• W2907541716 hasPrimaryLocation W29075417161 @default.
• W2907541716 hasRelatedWork W1501213224 @default.
• W2907541716 hasRelatedWork W1996541855 @default.
• W2907541716 hasRelatedWork W2626996083 @default.
• W2907541716 hasRelatedWork W2907541716 @default.
• W2907541716 hasRelatedWork W3129804828 @default.
• W2907541716 hasRelatedWork W3174196512 @default.
• W2907541716 hasRelatedWork W3195168932 @default.
• W2907541716 hasRelatedWork W4245248941 @default.

• next