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Tong-Yu Wu

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Preprint Sep 2026

Learning a Speed-adaptive Hip Exoskeleton Control Policy Via Sim-to-real Reinforcement Learning

Providing personalized exoskeleton assistance across varying walking speeds remains challenging. Existing online optimization methods are sample-inefficient, requiring extensive human-in-the-loop (HIL) evaluations to optimize the entire assistive torque profile. Sim-to-real reinforcement learning (RL) offers a promisin...

Bin Li, Zhi-Min Hou, Jia-Chen Hou et al. · 0 citations

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