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2018 IEEE 7th World Conference on Photovoltaic Energy Conversion, WCPEC 2018 - A Joint Conference of 45th IEEE PVSC, 28th PVSEC and 34th EU PVSEC(1)
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scopus(5)
A novel hybrid approach based on self-organizing maps, support vector regression and particle swarm optimization to forecast solar irradiance
ArticleAbstract: We forecast hourly solar irradiance time series using a novel hybrid model based on SOM (self-organiPalabras claves:Hourly solar irradiance forecasting, Particle Swarm Optimization, Self-Organizing Maps, Support Vector RegressionAutores:Dazhi Yang, Dong Z., Reindl T., Walsh W.M.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: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:scopusVery short term irradiance forecasting using the lasso
ArticleAbstract: We find an application of the lasso (least absolute shrinkage and selection operator) in sub-5-min sPalabras claves:Irradiance forecasting, Lasso, Monitoring network, Parameter shrinkageAutores:Dazhi Yang, Dong Z., Lim L.I., Ye Z.Fuentes:scopusSolar irradiance forecasting using spatial-temporal covariance structures and time-forward kriging
ArticleAbstract: Electricity power grid operations require information about demand and supply on a variety of timescPalabras claves:anisotropy, Full symmetry, Separability, Stationarity, Time-forward kriging, Variance-covariance structuresAutores:Chen N., Dazhi Yang, Dong Z., Gu C., Jirutitijaroen P., Walsh W.M.Fuentes:scopus