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April 18, 2026Journal of NeuroEngineering and Rehabilitation1 citationsOpen Access

Modeling and validation of crutch-supported exoskeleton gait using a double-inverted pendulum approach

RNReza NorouzzadehSBSaeed BehzadipourAMAbolfazl Mohebbi

Key Points

  • The aim is to model the dynamics of crutch-supported exoskeleton gait to understand the interactions between exoskeleton actuation and crutch support.
  • Developed a double-inverted pendulum model incorporating haptic crutch dynamics.
  • Simplified equations of motion into a canonical form.
  • Validated analytical predictions against experimental gait data.
  • Measured internal mechanical energetics and external forces from foot and crutch interactions.
  • Achieved a RMSE of 9% for the total mechanical energy cycle compared to a detailed model.
  • Secured a Pearson’s correlation coefficient of 0.94, indicating strong model accuracy.
  • Demonstrated low RMSE (4-6%) for CoM-pelvis offset dynamics and high R² (0.88-0.94) for external forces.
  • Clarified the roles of CoM-pelvis offset and crutch ground reaction forces in energy restoration.

Abstract

Exoskeleton-assisted walking for individuals with paraplegia presents unique biomechanical challenges due to minimal lower-limb actuation and substantial reliance on upper-body support via crutches. However, quantitative models rarely elucidate the dynamic interplay between exoskeleton actuation and crutch assistance. We introduce a double-inverted pendulum model that captures the essential dynamics of crutch-supported exoskeleton gait. The model extends the canonical inverted pendulum framework by directly encoding gravitationally induced hip torques and ground reaction forces (GRFs) from the crutches. Then it reformulates the equations of motion into the canonical single-inverted pendulum form. Analytic predictions are validated against experimental gait data from a participant using an exoskeleton and crutches. The model reconstructed internal mechanical energetics, with RMSE = 9\% of a detailed skeletal model’s total mechanical energy cycle range and Pearson’s correlation r = 0. 94. It also faithfully reproduced the external-force dynamics from foot and crutch GRFs, and the offset between the center of mass (CoM) and the pelvis on the mediolateral, anteroposterior, and axial movements of the pelvis, with low RMSE (4-6\%) and high R² (0. 88-0. 94). Building on these results, the model clarified the respective contributions of CoM-pelvis offset and crutch GRFs in restoring energy lost at heel strike, and identified how exoskeleton and user maneuvers influence them. The analytically tractable double-inverted pendulum model provides a validated framework for quantifying the division of functional roles between user and device in crutch-supported exoskeleton gait. This approach explicitly addresses key biomechanical features that were previously overlooked by prior models, enabling future work on user control strategies.

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Cite This Study

Norouzzadeh et al. (2026) studied this question.

synapsesocial.com/papers/69e31f9e40886becb653ed3bhttps://doi.org/10.1186/s12984-026-01922-x
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