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Xiao-Yin Liu

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Preprint Sep 2026

Assistance Torque Estimation via Dynamics-Aware Optimization for Lower-Limb Exoskeleton in Complex Environments

Ground-truth human joint torque estimation relies on motion capture systems, which suffer from limited outdoor usability and significant deployment expenses. Furthermore, direct scaling of ground-truth joint torques to obtain motor torque commands is not necessarily the optimal strategy. To address the aforementioned l...

Xiao-Yin Liu, Guo-Tao Li, Weiqun Wang et al. · 0 citations

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