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Author

Wen-Xin Niu

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2 papers indexed here

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Open access Sep 2026

Real-time continuous assessment of fatigue from surface electromyography with deep learning for training load regulation in elite cyclists

Accurate assessment of exercise-induced muscle fatigue is essential for optimizing training loads and preventing overtraining in elite athletes. This study presents a deep learning framework for continuous fatigue estimation from raw surface electromyography (sEMG) signals during high-intensity cycling. Fourteen elite...

Rong-Xuan Zhai, Guo-Qiang Ma, Jun Qiu et al. · 0 citations
Sep 2026

Coupled Neuromusculoskeletal Finite Element Simulation Reveals Biomechanical Adaptation and Joint Tissue Risk of Ankle Exoskeleton Intervention after Stroke.

Stroke-induced lower limb motor dysfunction leads to abnormal gait and severely compromises quality of life. While exoskeletons are effective rehabilitation devices, their long-term biomechanical responses and tissue-level risks remain unclear. This study employed a synergy-informed neuromusculoskeletal simulation coup...

Yu-Jia Gao, Shitan Wang, Yu-Feng Lin et al. · 0 citations

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