用低成本传感器模块实现外骨骼步态实时分析与控制
Development and Validation of a Modular Sensor-Based System for Gait Analysis and Control in Lower-Limb Exoskeletons
- 采用惯性单元、压力电阻器等模块化传感器采集步态数据
- 通过模糊逻辑算法实现实时步态阶段识别,精度媲美专业设备
- 开源设计降低研发门槛,适合外骨骼研究者快速部署
随着外骨骼硬件技术的快速发展,精准评估与控制仍面临挑战。本研究提出一种模块化传感器系统,提升下肢外骨骼的生物力学评估与控制能力,融合先进传感技术和模糊逻辑。旨在突破现有生物力学评估局限于实验室的局限,并解决外骨骼控制系统成本高、结构复杂的问题。系统将惯性测量单元、力敏电阻和负载传感器集成于定制手杖与3D打印鞋垫中,可独立或协同工作,捕捉前后向重心位置及手杖地面反作用力等综合生物力学数据。数据由中央单元通过模糊逻辑算法处理,实现步态阶段的实时估计与外骨骼控制。三名受试者验证实验表明,该系统在步态阶段检测与生物力学测量方面表现可靠,性能对标金标准运动捕捉与测力台技术。通过开源设计与低成本技术集成,本研究推动可穿戴机器人发展,促进外骨骼领域更广泛创新与应用。
原文摘要 · Abstract (English)
With rapid advancements in exoskeleton hardware technologies, successful assessment and accurate control remain challenging. This study introduces a modular sensor-based system to enhance biomechanical evaluation and control in lower-limb exoskeletons, utilizing advanced sensor technologies and fuzzy logic. We aim to surpass the limitations of current biomechanical evaluation methods confined to laboratories and to address the high costs and complexity of exoskeleton control systems. The system integrates inertial measurement units, force-sensitive resistors, and load cells into instrumented crutches and 3D-printed insoles. These components function both independently and collectively to capture comprehensive biomechanical data, including the anteroposterior center of pressure and crutch ground reaction forces. This data is processed through a central unit using fuzzy logic algorithms for real-time gait phase estimation and exoskeleton control. Validation experiments with three participants, benchmarked against gold-standard motion capture and force plate technologies, demonstrate our system's capability for reliable gait phase detection and precise biomechanical measurements. By offering our designs open-source and integrating cost-effective technologies, this study advances wearable robotics and promotes broader innovation and adoption in exoskeleton research.
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