Hourly forecasting of global solar radiation based on multiscale decomposition methods: A hybrid approach

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• 作者：Sté ; phanie Monjoly ; Maï ; na André ; Rudy Calif ; ^{rcalif@univ-ag.fr} ; Ted Soubdhan
• 关键词：Global solar radiation prediction ; Multiscale decomposition ; Hybrid model ; Autoregressive model ; Neural network model
• 刊名：Energy
• 出版年：2017
• 出版时间：15 January 2017
• 年：2017
• 卷：119
• 期：Complete
• 页码：288-298
• 全文大小：1457 K
• 卷排序：119

文摘

Hourly forecasting of GHI in tropical climate with many cloud formation processes. Clear sky Index decomposition using three multiscale decomposition methods. Combination of multiscale decomposition methods with AR-NN models to predict GHI. Comparison of the proposed hybrid model with the classical models (AR, NN). Best results using Wavelet-Hybrid model in comparison with classical models.