Biplanar Ankle Assistance for Dropfoot Gait Post-Stroke with Multi-Objective Human-In-the-Loop Optimization: A Case
Summary
This study presents a novel cable-driven ankle exoskeleton for stroke survivors with dropfoot and inversion. Human-in-the-loop optimization personalizes assistance, significantly improving gait quality and reducing asymmetry.
Area of Science:
- Rehabilitation Engineering
- Biomechanics
- Neurorehabilitation
Background:
- Exoskeletons show promise for motor disorder assistance, but lack personalized approaches and strong evidence.
- Stroke survivors often experience gait impairments like dropfoot and excessive inversion.
Purpose of the Study:
- To develop and evaluate a cable-driven ankle exoskeleton for individuals with post-stroke dropfoot and inversion.
- To implement a multi-objective human-in-the-loop optimization for personalized assistive profiles.
Main Methods:
- A cable-driven ankle exoskeleton was designed to assist ankle motion in two planes.
- A human-in-the-loop optimization strategy was used to minimize foot kinematics deviation and step length asymmetry.
- Experimental data from a single chronic stroke participant was collected to assess device feasibility and effectiveness.
Main Results:
- The exoskeleton successfully assisted ankle motion, improving foot inclination angle at initial contact (from -2° to 10°).
- Participant's ankle inversion angle decreased from 2° to 0°, and foot clearance during swing increased from 31 mm to 44 mm.
- Step length asymmetry was reduced from 12% to 6%, demonstrating improved gait quality.
Conclusions:
- The developed ankle exoskeleton and optimization approach are feasible for assisting individuals with post-stroke dropfoot and inversion.
- The human-in-the-loop optimization provides a set of individualized assistive profiles, allowing user-based prioritization.
- This technology holds significant potential for personalized rehabilitation and assistance in daily activities.
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