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Tan Liu

Inner Mongolia University of Technology

Hohhot, 010051

China

  • Inner Mongolia University of Technology

SCHOLARLY PAPERS

2

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47

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Scholarly Papers (2)

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1.

Ds-Ms-Convformer: Short-Term Wind Power Prediction Based on Dual-Stream Multi-Scale Convolution Transformer and Hierarchical Dynamic Fusion

Number of pages: 18 Posted: 09 May 2025
Tan Liu, Guiping Liu, NA LIU, Kunjie Liu, Jiajia Ma and Zhonghao Zhang
Inner Mongolia University of Technology, Inner Mongolia University of Technology, Inner Mongolia University of Technology, affiliation not provided to SSRN, Inner Mongolia University of Technology and Inner Mongolia University of Technology
Downloads 34 (1,263,436)

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Wind power prediction, Time-frequency coupling, Multi-scale convolution, Transformer, Hierarchical dynamic fusion module

2.

DS-MS-Convformer: Ultra-Short-Term Wind Power Prediction Based on Dual-Stream Multi-Scale Convolutional Transformer and Hierarchical Dynamic Fusion

Number of pages: 22 Posted: 03 Feb 2026
NA LIU, Tan Liu, Guiping Liu, Kunjie Liu, Jiajia Ma and Zhonghao Zhang
Inner Mongolia University of Technology, Inner Mongolia University of Technology, Inner Mongolia University of Technology, affiliation not provided to SSRN, Inner Mongolia University of Technology and Inner Mongolia University of Technology
Downloads 13 (1,518,554)

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Wind power predictionTime-frequency couplingMulti-scale convolutionTransformerHierarchical dynamic fusion module