Real-Time Assistive Control via IMU Locomotion Mode Detection in a Soft Exosuit: An Effective Approach to Enhance Walking Metabolic Efficiency

外骨骼 惯性测量装置 动力外骨骼 楼梯 可穿戴计算机 工作(物理) 计算机科学 运动学 控制器(灌溉) 步态 模拟 物理医学与康复 人工智能 工程类 医学 机械工程 农学 土木工程 物理 经典力学 生物 嵌入式系统
作者
Xiao-Hui Zhang,Enrica Tricomi,Francesco Missiroli,Nicola Lotti,Lorenzo Masia
出处
期刊:IEEE-ASME Transactions on Mechatronics [Institute of Electrical and Electronics Engineers]
卷期号:: 1-12
标识
DOI:10.1109/tmech.2023.3322269
摘要

In order to substantially improve human's walking endurance and energy economy, wearable assistive devices need to accurately recognize and timely adapt to different locomotion modes, such as ascending/descending stairs or level ground walking. In this work, we developed a control strategy for a soft hip exosuit entirely based on inertial measurement units (IMUs), able to online distinguish among three different walking patterns and optimally assist the user's gait phase. A time-delay compensation strategy was incorporated in the controller to promote high human-device synchronicity. The effectiveness of this control strategy was tested on healthy participants during overground walking consisting of a combination of staircases and level grounds. We found that the overall accuracy of the IMUs classification strategy based on human kinematics exceeded 90% for the three locomotion modes. Preliminary results showed that our assistive exosuit reduced the wearer's metabolic rate by 13.4% during walking when compared with an unpowered condition, and by 8.5% with respect to not wearing the exosuit at all. This work contributes to the development of compact high-performance lower-limb assistive technologies and their exploitation in real-world applications.
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