Clear-sky direct normal irradiance estimation based on adjustable inputs and error correction

作者: Tingting Zhu , Liping Xie , HaiKun Wei , Hai Wang , Xin Zhao

DOI: 10.1063/1.5094808

关键词:

摘要: The accurate estimation of direct normal irradiance (DNI) under clear sky conditions plays an important role in the concentrated solar thermal plant. A hybrid model with adjustable inputs is proposed to calculate clear-sky DNI, including a base and error-correction model. able estimate DNI at any place only local date location information, serves as supplementary improve calculating accuracy available meteorological data. effectively integrates linear part nonlinear part, its are according observations. Several experiments have been conducted evaluate performance data from three observation stations provided by National Renewable Energy Laboratory open database. results show that provide great improvement over 28%–70% on normalized root mean square error, it also performs better than those using or error correction It concluded comparable other published methods concrete statistics.The databa...

参考文章(29)
Rich H. Inman, James G. Edson, Carlos F.M. Coimbra, Impact of local broadband turbidity estimation on forecasting of clear sky direct normal irradiance Solar Energy. ,vol. 117, pp. 125- 138 ,(2015) , 10.1016/J.SOLENER.2015.04.032
Amiran Ianetz, Avraham Kudish, A Method for Determining the Solar Global and Defining the Diffuse and Beam Irradiation on a Clear Day Modeling Solar Radiation at the Earth’s Surface. pp. 93- 113 ,(2008) , 10.1007/978-3-540-77455-6_4
Edward W. Law, Abhnil A. Prasad, Merlinde Kay, Robert A. Taylor, Direct normal irradiance forecasting and its application to concentrated solar thermal output forecasting - A review Solar Energy. ,vol. 108, pp. 287- 307 ,(2014) , 10.1016/J.SOLENER.2014.07.008
Pierre Ineichen, Richard Perez, A new airmass independent formulation for the Linke turbidity coefficient Solar Energy. ,vol. 73, pp. 151- 157 ,(2002) , 10.1016/S0038-092X(02)00045-2
Qiumin Dai, Xiande Fang, A simple model to predict solar radiation under clear sky conditions Advances in Space Research. ,vol. 53, pp. 1239- 1245 ,(2014) , 10.1016/J.ASR.2014.01.025
Hamdy K. Elminir, Yosry A. Azzam, Farag I. Younes, Prediction of hourly and daily diffuse fraction using neural network, as compared to linear regression models Energy. ,vol. 32, pp. 1513- 1523 ,(2007) , 10.1016/J.ENERGY.2006.10.010
Yinghao Chu, Hugo T.C. Pedro, Carlos F.M. Coimbra, Hybrid intra-hour DNI forecasts with sky image processing enhanced by stochastic learning Solar Energy. ,vol. 98, pp. 592- 603 ,(2013) , 10.1016/J.SOLENER.2013.10.020
Ricardo Marquez, Carlos F. M. Coimbra, Proposed Metric for Evaluation of Solar Forecasting Models Journal of Solar Energy Engineering-transactions of The Asme. ,vol. 135, pp. 011016- ,(2013) , 10.1115/1.4007496
S. Quesada-Ruiz, Y. Chu, J. Tovar-Pescador, H.T.C. Pedro, C.F.M. Coimbra, Cloud-tracking methodology for intra-hour DNI forecasting Solar Energy. ,vol. 102, pp. 267- 275 ,(2014) , 10.1016/J.SOLENER.2014.01.030