Synthesis of Subject-Specific Human Balance Responses Using a Task-Level Neuromuscular Control Platform
Summary
This study presents a simulation framework to predict human balance responses after perturbations. The model accurately reconstructs complex movements by sequencing task-level commands, aiding in understanding human movement control.
Area of Science:
- Biomechanics and Robotics
- Human Movement Science
- Neuromuscular Control
Background:
- Activities of daily living demand significant neuromuscular coordination and balance control to prevent falls.
- Complex musculoskeletal models and neuromuscular simulations are crucial for understanding coordinated and uncoordinated human movements.
Purpose of the Study:
- To develop a closed-loop forward dynamic simulation framework for synthesizing human balance responses.
- To validate the framework using experimental kinematic data from healthy subjects.
- To explore the reconstruction of complex, subject-specific movements through sequenced task-level commands.
Main Methods:
- Creation of a closed-loop forward dynamic simulation framework with a 19-degree-of-freedom, 92-muscle musculoskeletal model.
- Integration of surrogate response models of experimental kinematics to inform the task-level controller.
- Simulation of human balance responses to support-surface perturbations.
Main Results:
- Predicted muscle activations and synthesized joint angles closely matched experimental trial averages.
- Simulated whole-body center of mass displacements were within 7 mm (anterior) and 13 mm (posterior) of experimental data.
- Demonstrated successful reconstruction of complex subject-specific movements via prioritized task-level commands.
Conclusions:
- The simulation framework accurately reconstructs human balance responses and complex movements.
- The platform effectively combines robotics and biomechanics for studying human movement control.
- Offers significant potential for subject-specific outcome prediction in movement studies.
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