bioRxivBioengineeringPreprint
The Effects of Incline Level on Optimized Lower-Limb Exoskeleton Assistance
P. W. Franks, G. M. Bryan, R. Reyes, M. P. O'Donovan, K. N. Gregorczyk, S. H. Collins
Abstract
For exoskeletons to be successful in real-world settings, they will need to be effective across a variety of terrains, including on inclines. While some single-joint exoskeletons have assisted incline walking, recent successes in level-ground assistance suggest that greater improvements may be possible by optimizing assistance of the whole leg. To understand how exoskeleton assistance should change with incline, we used human-in-the-loop optimization to find whole-leg exoskeleton assistance torques that minimized metabolic cost on a range of grades. We optimized assistance for three expert, able-bodied participants on 5 degree, 10 degree and 15 degree inclines using a hip-knee-ankle exoskeleton emulator. For all assisted conditions, the cost of transport was reduced by at least 50% relative to walking in the device with no assistance, a large improvement to walking that is comparable to the benefits of whole-leg assistance on level-ground. This corresponds to large absolute reductions in metabolic cost, with the most strenuous conditions reduced by 4.9 W/kg, more than twice the entire energy cost of level walking. Optimized extension torque magnitudes and exoskeleton power increased with incline, with hip extension, knee extension and ankle plantarflexion often growing as large as allowed by comfort-based limits. Applied powers on steep inclines were double the powers applied during level-ground walking, indicating that larger exoskeleton power may be optimal in scenarios where biological powers and costs are higher. Future exoskeleton devices can be expected to deliver large improvements in walking performance across a range of inclines, if they have sufficient torque and power capabilities.
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Mechanics and energetics of walking and running up and downhill: A joint-level perspective to guide design of lower-limb exoskeletons
R. W. Nuckols, K. Z. Takahashi, … G. S. Sawicki·bioRxiv·Apr 7, 2020
- Optimized hip-knee-ankle exoskeleton assistance at a range of walking speeds
G. M. Bryan, P. W. Franks, … S. H. Collins·bioRxiv·Mar 26, 2021
- Comparing optimized exoskeleton assistance of the hip, knee, and ankle in single and multi-joint configurations
P. W. Franks, G. M. Bryan, … S. H. Collins·bioRxiv·Feb 19, 2021
- Frontal hip exoskeleton assistance does not appear promising for reducing the metabolic cost of walking: A preliminary experimental study
J. Kim, M. Raitor, … S. H. Collins·bioRxiv·Aug 22, 2023
- Optimized Mappings from Biological Hip Moment Estimates to Exoskeleton Torque can Personalize Assistance Across Users and Generalize Across Tasks
Justine C. Powell, Ethan B. Schonhaut, … Aaron J. Young·IEEE Transactions on Medical Robotics and BionicsPeer-reviewed·Jul 13, 2026
- More isn't always better: Too much exoskeleton torque can disrupt balance
J G Kim, Rish Rastogi, … Kristen L. Jakubowski·bioRxiv·Jun 3, 2026