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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:scopusCorrelogram, pbkp_redictability error growth, and bounds of mean square error of solar irradiance forecasts
ArticleAbstract: Solar forecast verification must incorporate a notion of “relativity.” Particularly for deterministiPalabras claves:Bounds of MSE, ECMWF, Forecast verification, pbkp_redictability, solar forecasting, solar irradianceAutores:Dazhi YangFuentes:scopusForecasting of global horizontal irradiance by exponential smoothing, using decompositions
ArticleAbstract: Time series methods are frequently used in solar irradiance forecasting when two dimensional cloud iPalabras claves:Exponential smoothing, Forecast, solar irradiance, TIME SERIESAutores:Aryaputera A.W., Dazhi Yang, Lim L.I., Sharma V., Ye Z., Zhao L.Fuentes:scopusEnsemble kriging for environmental spatial processes
Conference ObjectAbstract: Remote-sensed and reanalysis databases are valuable sources of environmental data that support a widPalabras claves:ensemble, KRIGING, solar irradiance, Solar resources, Spatio-temporal processAutores:Dazhi Yang, Tay J.W.E., Yagli G.M.Fuentes:scopusExpanding Existing Solar Irradiance Monitoring Network Using Entropy
ArticleAbstract: Many existing solar irradiance monitoring networks were built particularly for resource assessment pPalabras claves:entropy, Network redesign, solar irradiance, space deformationAutores:Chen N., Dazhi YangFuentes:scopusExpert quality control of solar radiation ground data sets
Conference ObjectAbstract: Ground-based radiation measurements are required for all large solar projects and for evaluating thePalabras claves:Quality control, quality inspection, solar irradiance, solar resource, visual inspectionAutores:Blanc P., Collino E., Dazhi Yang, Forstinger A., Gueymard C.A., Hanrieder N., Jensen A.R., Kraas B., Martinez J.P., Peruchena C.F., Ronzio D., Ruiz-Arias J.A., Saint-Drenan Y.M., Wilbert S.Fuentes:scopusNonparametric Temporal Downscaling of GHI Clear-sky Indices using Gaussian Copula
Conference ObjectAbstract: Small-scale variabilities of solar irradiance are important for many applications. Downscaling approPalabras claves:clear-sky index, copula, Downscaling, Photovoltaics, power spectra, solar irradiance, variabilityAutores:Dazhi Yang, Hoff T., Huang J., Keelin P., Perez M.J., Perez R.Fuentes:scopusOn adding and removing sensors in a solar irradiance monitoring network for areal forecasting and PV system performance evaluation
ArticleAbstract: With an increasing number of PV systems of various scales, real-time irradiance monitoring at everyPalabras claves:entropy, Network design, Sensor network, solar irradianceAutores:Dazhi YangFuentes:scopusOptimal orientation and tilt angle for maximizing in-plane solar irradiation for PV applications in Singapore
ArticleAbstract: The performance of photovoltaic (PV) modules and systems is affected by the orientation and tilt angPalabras claves:Irradiation maximization, optimal tilt angle, Orientation, PV modules, solar irradianceAutores:Aberle A.G., Dazhi Yang, Khoo Y., Malhotra R., Nobre A.M., Reindl T., Ruther R.Fuentes:scopusShort term solar irradiance forecasting using a mixed wavelet neural network
ArticleAbstract: In modern smart grids and deregulated electricity markets, accurate forecasting of solar irradiancePalabras claves:Neural networks, solar irradiance, tropics, variability, waveletsAutores:Dazhi Yang, Reindl T., Sharma V., Walsh W.M.Fuentes:scopus