Local and Regional Hour-Ahead Forecasts of Solar Irradiance with Training Data Selection and Support Vector Regression

[1]  Montserrat Mendoza-Villena,et al.  Short-term power forecasting system for photovoltaic plants , 2012 .

[2]  T. Hoff,et al.  Validation of short and medium term operational solar radiation forecasts in the US , 2010 .

[3]  A. Hammer,et al.  Short-term forecasting of solar radiation: a statistical approach using satellite data , 1999 .

[4]  Hideyuki Suzuki,et al.  Online multi-step prediction for wind speeds and solar irradiation: Evaluation of prediction errors , 2014 .

[5]  Hans-Georg Beyer,et al.  Irradiance Forecasting for the Power Prediction of Grid-Connected Photovoltaic Systems , 2009, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

[6]  H. Mori,et al.  A data mining method for selecting input variables for forecasting model of global solar radiation , 2012, PES T&D 2012.

[7]  M. David,et al.  Solar irradiation forecasting: state-of-the-art and proposition for future developments for small-scale insular grids , 2012 .

[8]  Carlos F.M. Coimbra,et al.  Short-term reforecasting of power output from a 48 MWe solar PV plant , 2015 .

[9]  M. Iqbal An introduction to solar radiation , 1983 .

[10]  Hsu-Yung Cheng,et al.  Bi-model short-term solar irradiance prediction using support vector regressors , 2014 .

[11]  Le Xie,et al.  Multitime-Scale Data-Driven Spatio-Temporal Forecast of Photovoltaic Generation , 2015, IEEE Transactions on Sustainable Energy.

[12]  J. Kleissl,et al.  Intra-hour forecasting with a total sky imager at the UC San Diego solar energy testbed , 2011 .

[13]  Detlev Heinemann,et al.  Short Term Forecasting of Solar Irradiance by Combining Satellite Data and Numerical Weather Predictions , 2012 .

[14]  Henrik Madsen,et al.  Probabilistic forecasts of solar irradiance using stochastic differential equations , 2014 .

[15]  Henrik Madsen,et al.  Online short-term solar power forecasting , 2009 .

[16]  D. Boldo,et al.  Very short term forecasting of the Global Horizontal Irradiance using a spatio-temporal autoregressive model , 2014 .

[17]  Zhe Wang,et al.  Solar Irradiance Short-Term Prediction Model Based on BP Neural Network , 2011 .

[18]  Robin Girard,et al.  Photovoltaic Forecasting: A state of the art , 2010 .

[19]  Chih-Jen Lin,et al.  LIBSVM: A library for support vector machines , 2011, TIST.

[20]  R. C. Williamson,et al.  Support vector regression with automatic accuracy control. , 1998 .

[21]  Viorel Badescu,et al.  Weather Modeling and Forecasting of PV Systems Operation , 2012 .

[22]  T. Takashima,et al.  Use of support vector regression and numerically predicted cloudiness to forecast power output of a photovoltaic power plant in Kitakyushu, Japan , 2012 .