ArticleJournal of neuroengineering and rehabilitation2021
Frequency-dependent force direction elucidates neural control of balance.
Article in Journal of neuroengineering and rehabilitation, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.
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Who cites it
11 citing papers in PubMed.
- The energetic cost of human standing balance and gait initiation over a range of natural postures.PLoS computational biology · 2026Article
- Foot-ground force quantifies impaired balance control mechanisms post-stroke.Scientific reports · 2026Article
- Different stabilizing mechanisms but a common task-level aim in standing and walking.PloS one · 2026Article
- Biomechanical optimization and reinforcement learning provide insight into transition from ankle to hip strategy in human postural control.Scientific reports · 2025Article
- Explaining human motor coordination via the synergy expansion hypothesis.Proceedings of the National Academy of Sciences of the United States of America · 2025Article
- Human foot force informs balance control strategies when standing on a narrow beam.Journal of neurophysiology · 2024Article
- Reliability and validity of the force intersection point in the assessment of human quiet standing balance.Human movement science · 2024Article
- Frequency-dependent behavior of paretic and non-paretic leg force during standing post stroke.Journal of biomechanics · 2024Article
- The 'Postural Rhythm' of the Ground Reaction Force during Upright Stance and Its Conversion to Body Sway-The Effect of Vision, Support Surface and Adaptation to Repeated Trials.Brain sciences · 2023Article
- Mechanical effects of canes on standing posture: beyond perceptual information.Journal of neuroengineering and rehabilitation · 2022Article
- Vertical ground reaction force oscillation during standing on hard and compliant surfaces: The "postural rhythm".Frontiers in neurology · 2022Article
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5 authors.
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Abstract
backgroundMaintaining upright posture is an unstable task that requires sophisticated neuro-muscular control. Humans use foot-ground interaction forces, characterized by point of application, magnitude, and direction to manage body accelerations. When analyzing the directions of the ground reaction forces of standing humans in the frequency domain, previous work found a consistent pattern in different frequency bands. To test whether this frequency-dependent behavior provided a distinctive signature of neural control or was a necessary consequence of biomechanics, this study simulated quiet standing and compared the results with human subject data.
methodsAiming to develop the simplest competent and neuromechanically justifiable dynamic model that could account for the pattern observed across multiple subjects, we first explored the minimum number of degrees of freedom required for the model. Then, we applied a well-established optimal control method that was parameterized to maximize physiologically-relevant insight to stabilize the balancing model.
resultsIf a standing human was modeled as a single inverted pendulum, no controller could reproduce the experimentally observed pattern. The simplest competent model that approximated a standing human was a double inverted pendulum with torque-actuated ankle and hip joints. A range of controller parameters could stabilize this model and reproduce the general trend observed in experimental data; this result seems to indicate a biomechanical constraint and not a consequence of control. However, details of the frequency-dependent pattern varied substantially across tested control parameter values. The set of parameters that best reproduced the human experimental results suggests that the control strategy employed by human subjects to maintain quiet standing was best described by minimal control effort with an emphasis on ankle torque.
conclusionsThe findings suggest that the frequency-dependent pattern of ground reaction forces observed in quiet standing conveys quantitative information about human control strategies. This study's method might be extended to investigate human neural control strategies in different contexts of balance, such as with an assistive device or in neurologically impaired subjects.
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