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Updated: Jan 26, 2026

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Using a Split-belt Treadmill to Evaluate Generalization of Human Locomotor Adaptation
Published on: August 23, 2017
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Locomotor adaptation on a split-belt treadmill: mechanisms, modulation, and clinical utility
Andrew C Hagen1,2, Brett W Fling3,4
1Emory Sports Performance and Research Center (SPARC), Flowery Branch, Georgia, United States.
Journal of Neurophysiology
|January 24, 2026
Summary
Locomotor adaptation on split-belt treadmills improves walking symmetry. However, this adaptation poorly transfers to overground walking, limiting clinical use in neurorehabilitation.
Area of Science:
- Neuroscience
- Motor Control
- Biomechanics
Background:
- Human locomotion is adaptable to environmental changes.
- Split-belt treadmill training is a key method for studying locomotor adaptation and motor learning.
- Neural mechanisms underlying gait adaptation involve reactive and adaptive processes.
Purpose of the Study:
- To review neural substrates modulating gait adaptation on split-belt treadmills.
- To integrate findings on factors influencing locomotor adaptation.
- To explore challenges in transferring treadmill adaptation to overground walking.
Main Methods:
- Review of existing literature on split-belt treadmill studies.
- Synthesis of research on neural substrates, including the cerebellum.
- Analysis of modulators like error size, sensory feedback, and cognitive load.
Main Results:
- The cerebellum plays a crucial role in recalibrating forward models based on sensory prediction errors.
- Factors such as error size, sensory environment, and cognitive demands significantly impact adaptation dynamics.
- Limited transfer of adaptation from split-belt treadmills to overground walking is a significant clinical barrier.
Conclusions:
- Understanding neural mechanisms, particularly sensory prediction error processing, is key to improving gait adaptation.
- A credit assignment framework helps explain how the nervous system attributes errors, influencing generalization.
- Manipulating the sensory environment during adaptation may enhance neurorehabilitation for symmetrical walking in neurological populations.
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