Abstract: Highlights•MRIformer is designed based on the characteristics of wind speed data.•ASI block is used to realize subsequence information mining and interaction.•MRI block is used to realize multi-resolution data mining and information fusion.•The proposed model is compared with twelve mainstream prediction models.
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