Prediction of Daily Global Solar Irradiation Using Temporal Gaussian Processes

作者: Sancho Salcedo-Sanz , Carlos Casanova-Mateo , Jordi Munoz-Mari , Gustau Camps-Valls

DOI: 10.1109/LGRS.2014.2314315

关键词:

摘要: … Gaussian process regression (GPR) is an alternative nonparametric method that provided … In this letter, we evaluate GPR for the estimation of solar irradiation. Noting the nonstationary …

参考文章(24)
S. Salcedo-Sanz, C. Casanova-Mateo, A. Pastor-Sánchez, D. Gallo-Marazuela, A. Labajo-Salazar, A. Portilla-Figueras, Direct Solar Radiation Prediction Based on Soft-Computing Algorithms Including Novel Predictive Atmospheric Variables intelligent data engineering and automated learning. pp. 318- 325 ,(2013) , 10.1007/978-3-642-41278-3_39
Mehmet Şahin, Yılmaz Kaya, Murat Uyar, Selçuk Yıldırım, Application of extreme learning machine for estimating solar radiation from satellite data International Journal of Energy Research. ,vol. 38, pp. 205- 212 ,(2014) , 10.1002/ER.3030
Christopher K I Williams, Carl Edward Rasmussen, Gaussian Processes for Machine Learning ,(2005)
Tamer Khatib, Azah Mohamed, K. Sopian, A review of solar energy modeling techniques Renewable & Sustainable Energy Reviews. ,vol. 16, pp. 2864- 2869 ,(2012) , 10.1016/J.RSER.2012.01.064
Saurabh Bhardwaj, Vikrant Sharma, Smriti Srivastava, O.S. Sastry, B. Bandyopadhyay, S.S. Chandel, J.R.P. Gupta, Estimation of solar radiation using a combination of Hidden Markov Model and generalized Fuzzy model Solar Energy. ,vol. 93, pp. 43- 54 ,(2013) , 10.1016/J.SOLENER.2013.03.020
Jochem Verrelst, Luis Alonso, Juan Pablo Rivera Caicedo, Jose Moreno, Gustavo Camps-Valls, Gaussian Process Retrieval of Chlorophyll Content From Imaging Spectroscopy Data IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. ,vol. 6, pp. 867- 874 ,(2013) , 10.1109/JSTARS.2012.2222356
M. Kanamitsu, J.C. Alpert, K.A. Campana, P.M. Caplan, D.G. Deaven, M. Iredell, B. Katz, H.-L. Pan, J. Sela, G.H. White, Recent Changes Implemented into the Global Forecast System at NMC Weather and Forecasting. ,vol. 6, pp. 425- 435 ,(1991) , 10.1175/1520-0434(1991)006<0425:RCIITG>2.0.CO;2
Edoardo Geraldi, Filomena Romano, Elisabetta Ricciardelli, An Advanced Model for the Estimation of the Surface Solar Irradiance Under All Atmospheric Conditions Using MSG/SEVIRI Data IEEE Transactions on Geoscience and Remote Sensing. ,vol. 50, pp. 2934- 2953 ,(2012) , 10.1109/TGRS.2011.2178855
Ji-Long Chen, Hong-Bin Liu, Wei Wu, De-Ti Xie, Estimation of monthly solar radiation from measured temperatures using support vector machines – A case study Renewable Energy. ,vol. 36, pp. 413- 420 ,(2011) , 10.1016/J.RENENE.2010.06.024
Paul D. Sampson, Peter Guttorp, Nonparametric Estimation of Nonstationary Spatial Covariance Structure Journal of the American Statistical Association. ,vol. 87, pp. 108- 119 ,(1992) , 10.1080/01621459.1992.10475181