FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3036614699> ?p ?o ?g. }

• W3036614699 endingPage "3259" @default.
• W3036614699 startingPage "3259" @default.
• W3036614699 abstract "The common analog approach and ensemble methods in photovoltaic (PV) power forecasting are based on the forecasts from several numerical weather prediction (NWP) models. These may be not applicable to the very-short-term PV power forecasting, since forecasts based on NWP models are reliable in horizons longer than six hours. In this paper, a methodology for one-hour-ahead PV power forecasting is proposed. Instead of the NWP models, the persistence method is applied in the analog approach to produce meteorological forecasts. The historical data with meteorological predictions similar to the target forecast hour are identified to train the forecast model. Then, the feed forward neural networks (FNNs) act as the base predictors of the neural network ensemble method to replace the NWP-based PV power prediction methods. The forecast results produced by the FNNs are combined by the random forest (RF) algorithm. The performance of the proposed method is evaluated on a real grid-connected PV plant located in Southeast China. Results show that the proposed method outperforms six benchmark models: the persistence model, the support vector regression (SVR) model, the linear regression model, the RF model, the gradient boosting model, and XGBoost model. The improvements reach up to over 40% for the standard error metrics." @default.
• W3036614699 created "2020-06-25" @default.
• W3036614699 creator A5001395097 @default.
• W3036614699 creator A5005694880 @default.
• W3036614699 creator A5043028661 @default.
• W3036614699 creator A5072343551 @default.
• W3036614699 date "2020-06-24" @default.
• W3036614699 modified "2023-09-25" @default.
• W3036614699 title "Hour-Ahead Photovoltaic Power Forecasting Using an Analog Plus Neural Network Ensemble Method" @default.
• W3036614699 cites W1120922828 @default.
• W3036614699 cites W1557022093 @default.
• W3036614699 cites W1790870804 @default.
• W3036614699 cites W1923027492 @default.
• W3036614699 cites W1966391855 @default.
• W3036614699 cites W2010599085 @default.
• W3036614699 cites W2056290127 @default.
• W3036614699 cites W2071884028 @default.
• W3036614699 cites W2101036997 @default.
• W3036614699 cites W2115294291 @default.
• W3036614699 cites W2149905014 @default.
• W3036614699 cites W2170860720 @default.
• W3036614699 cites W2276885329 @default.
• W3036614699 cites W2524035252 @default.
• W3036614699 cites W2530999883 @default.
• W3036614699 cites W2590910929 @default.
• W3036614699 cites W2602359767 @default.
• W3036614699 cites W2619173211 @default.
• W3036614699 cites W2751698537 @default.
• W3036614699 cites W2761113113 @default.
• W3036614699 cites W2762797296 @default.
• W3036614699 cites W2773629498 @default.
• W3036614699 cites W2790910023 @default.
• W3036614699 cites W2792921542 @default.
• W3036614699 cites W2796179209 @default.
• W3036614699 cites W2801658026 @default.
• W3036614699 cites W2801973365 @default.
• W3036614699 cites W2888584141 @default.
• W3036614699 cites W2896472034 @default.
• W3036614699 cites W2901042234 @default.
• W3036614699 cites W2911964244 @default.
• W3036614699 cites W2949806812 @default.
• W3036614699 cites W3010156620 @default.
• W3036614699 doi "https://doi.org/10.3390/en13123259" @default.
• W3036614699 hasPublicationYear "2020" @default.
• W3036614699 type Work @default.
• W3036614699 sameAs 3036614699 @default.
• W3036614699 citedByCount "12" @default.
• W3036614699 countsByYear W30366146992020 @default.
• W3036614699 countsByYear W30366146992021 @default.
• W3036614699 countsByYear W30366146992022 @default.
• W3036614699 countsByYear W30366146992023 @default.
• W3036614699 crossrefType "journal-article" @default.
• W3036614699 hasAuthorship W3036614699A5001395097 @default.
• W3036614699 hasAuthorship W3036614699A5005694880 @default.
• W3036614699 hasAuthorship W3036614699A5043028661 @default.
• W3036614699 hasAuthorship W3036614699A5072343551 @default.
• W3036614699 hasBestOaLocation W30366146991 @default.
• W3036614699 hasConcept C119599485 @default.
• W3036614699 hasConcept C119898033 @default.
• W3036614699 hasConcept C122282355 @default.
• W3036614699 hasConcept C12267149 @default.
• W3036614699 hasConcept C127413603 @default.
• W3036614699 hasConcept C13280743 @default.
• W3036614699 hasConcept C147947694 @default.
• W3036614699 hasConcept C153294291 @default.
• W3036614699 hasConcept C154945302 @default.
• W3036614699 hasConcept C163109420 @default.
• W3036614699 hasConcept C166851805 @default.
• W3036614699 hasConcept C169258074 @default.
• W3036614699 hasConcept C170061395 @default.
• W3036614699 hasConcept C185798385 @default.
• W3036614699 hasConcept C205649164 @default.
• W3036614699 hasConcept C21001229 @default.
• W3036614699 hasConcept C41008148 @default.
• W3036614699 hasConcept C41291067 @default.
• W3036614699 hasConcept C46686674 @default.
• W3036614699 hasConcept C49937458 @default.
• W3036614699 hasConcept C50644808 @default.
• W3036614699 hasConcept C70153297 @default.
• W3036614699 hasConceptScore W3036614699C119599485 @default.
• W3036614699 hasConceptScore W3036614699C119898033 @default.
• W3036614699 hasConceptScore W3036614699C122282355 @default.
• W3036614699 hasConceptScore W3036614699C12267149 @default.
• W3036614699 hasConceptScore W3036614699C127413603 @default.
• W3036614699 hasConceptScore W3036614699C13280743 @default.
• W3036614699 hasConceptScore W3036614699C147947694 @default.
• W3036614699 hasConceptScore W3036614699C153294291 @default.
• W3036614699 hasConceptScore W3036614699C154945302 @default.
• W3036614699 hasConceptScore W3036614699C163109420 @default.
• W3036614699 hasConceptScore W3036614699C166851805 @default.
• W3036614699 hasConceptScore W3036614699C169258074 @default.
• W3036614699 hasConceptScore W3036614699C170061395 @default.
• W3036614699 hasConceptScore W3036614699C185798385 @default.
• W3036614699 hasConceptScore W3036614699C205649164 @default.
• W3036614699 hasConceptScore W3036614699C21001229 @default.
• W3036614699 hasConceptScore W3036614699C41008148 @default.
• W3036614699 hasConceptScore W3036614699C41291067 @default.
• W3036614699 hasConceptScore W3036614699C46686674 @default.

• next