Short‐term wind speed multistep combined forecasting model based on two‐stage decomposition and LSTM

Short‐term wind speed multistep combined forecasting model based on two‐stage decomposition and LSTM

Abstract In order to better extract and study the characteristics of the wind speed in time‐domain and frequency‐domain, so as to solve the time‐domain randomness and frequency‐domain complexity problems of the wind speed signal, a combined short‐term prediction model (WD‐VMD‐DLSTM‐AT), which is bas...

Full description

Bibliographic Details
Main Authors: Xuechao Liao, Zhenxing Liu, Wanxiong Deng
Format: Article
Language:English
Published: Wiley 2021-09-01
Series:Wind Energy
Subjects:
attention mechanism
LSTM (long‐short term memory)
short‐term wind speed forecast
VMD (variational mode decomposition)
wavelet decomposition and reconstruction
Online Access:https://doi.org/10.1002/we.2613

Internet

https://doi.org/10.1002/we.2613

Similar Items