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A linear-attention based network for estimating continuous upper limb movement from surface electromyography

Abstract Continuous kinematics estimation methods are important in human-machine interaction systems because they offer a more natural and intuitive result than pattern-recognition methods. The estimation of upper-limb movement is important, which involves the estimation of the movement of the elbow...

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Hlavní autoři: Chuang Lin, Chunxiao Zhao, Na Li, Ming Dai
Médium: Artigo
Jazyk:Inglês
Vydáno: Nature Portfolio 2025-12-01
Edice:Scientific Reports
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On-line přístup:https://doi.org/10.1038/s41598-025-30665-3
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