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Analyzing big time series data in solar engineering using features and PCA
ArticleAbstract: In solar engineering, we encounter big time series data such as the satellite-derived irradiance datPalabras claves:characterization, Principal Component Analysis, solar irradiance, Time series featuresAutores:Dazhi Yang, Dong Z., Lim L.I., Liu L.Fuentes:scopusDeep learning solution for intra-day solar irradiance fore casting in tropical high variability regions
Conference ObjectAbstract: Located on the Equator, Singapore has one of the most challenging climate for solar irradiance forecPalabras claves:Autores:Dazhi Yang, Dong Z., Yan J., Yu C.Fuentes:scopusEvaluation of transposition and decomposition models for converting global solar irradiance from tilted surface to horizontal in tropical regions
ArticleAbstract: Many simulations and performance evaluations of solar energy systems require information on local soPalabras claves:Decomposition models, Irradiance conversion from horizontal to tilt, Tilt to horizontal, Transposition modelsAutores:Dazhi Yang, Dong Z., Jirutitijaroen P., Khoo Y., Nobre A.M., Walsh W.M.Fuentes:scopusSatellite image analysis and a hybrid ESSS/ANN model to forecast solar irradiance in the tropics
ArticleAbstract: We forecast hourly solar irradiance time series using satellite image analysis and a hybrid exponentPalabras claves:Exponential smoothing state space model, Hourly solar irradiance forecasting, multi-layer perceptron, Satellite image analysis, Self-Organizing MapsAutores:Dazhi Yang, Dong Z., Reindl T., Walsh W.M.Fuentes:scopusShort-term solar irradiance forecasting using exponential smoothing state space model
ArticleAbstract: We forecast high-resolution solar irradiance time series using an exponential smoothing state spacePalabras claves:Exponential smoothing state space model, Forecast horizon, Stationarity, Time series forecastingAutores:Dazhi Yang, Dong Z., Reindl T., Walsh W.M.Fuentes:scopus