Short-term wind power prediction method based on multivariate signal decomposition and RIME optimization algorithm

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Yansong Wang, Lili Pei, Wei Li, Yuanlin Zhao, Yihui Shan

Published: 01 Jan 2025, Last Modified: 08 Apr 2025Expert Syst. Appl. 2025EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•RIME-MEMD-BiLSTM hybrid model for precise wind power prediction.•MEMD excelled in multivariate data decomposition.•Explored wind power data’s temporal and seasonal traits.•Validated RIME’s superior hyperparameter optimization.•High-dimensional feature dimensionality reduction with EN.