Wind Speed Forecasting Method Using EEMD and the Combination Forecasting Method Based on GPR and LSTM

Wind Speed Forecasting Method Using EEMD and the Combination Forecasting Method Based on GPR and LSTM

Short-term wind speed prediction is of cardinal significance for maximization of wind power utilization. However, the strong intermittency and volatility of wind speed pose a challenge to the wind speed prediction model. To improve the accuracy of wind speed prediction, a novel model using the ensem...

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Bibliographic Details
Main Authors: Yuansheng Huang, Shijian Liu, Lei Yang
Format: Article
Language:English
Published: MDPI AG 2018-10-01
Series:Sustainability
Subjects:
short-term wind speed forecasting
ensemble empirical mode decomposition
the combination forecasting method
long short-term memory neural network
Gaussian process regression
Online Access:http://www.mdpi.com/2071-1050/10/10/3693

Internet

http://www.mdpi.com/2071-1050/10/10/3693

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