Ankle exoskeleton torque controllers based on soleus muscle models

PLoS One. 2023 Feb 27;18(2):e0281944. doi: 10.1371/journal.pone.0281944. eCollection 2023.

Abstract

Powered exoskeletons are typically task-specific, but to facilitate their wider adoption they should support a variety of tasks, which requires generalizeable controller designs. In this paper, we present two potential controllers for ankle exoskeletons based on soleus fascicles and Achilles tendon models. The methods use an estimate of the adenosine triphosphate hydrolysis rate of the soleus based on fascicle velocity. Models were evaluated using muscle dynamics from the literature, which were measured with ultrasound. We compare the simulated behavior of these methods against each other and to human-in-the-loop optimized torque profiles. Both methods generated distinct profiles for walking and running with speed variations. One of the approaches was more appropriate for walking, while the other approach estimated profiles similar to the literature for both walking and running. Human-in-the-loop methods require long optimizations to set parameters per individual for each specific task, the proposed methods can produce similar profiles, work across walking and running, and be implemented with body-worn sensors without requiring torque profile parameterization and optimization for every task. Future evaluations should examine how human behavior changes due to external assistance when using these control models.

Publication types

  • Research Support, U.S. Gov't, Non-P.H.S.

MeSH terms

  • Ankle Joint
  • Ankle*
  • Exoskeleton Device*
  • Humans
  • Muscle, Skeletal
  • Torque

Grants and funding

This material is based upon work supported by the Under Secretary of Defense for Research and Engineering under Air Force Contract No. FA8702-15-D-0001. Any opinions, findings, conclusions or recommendations expressed in this material are those of the author(s) and do not necessarily reflect the views of the Under Secretary of Defense for Research and Engineering (https://www.cto.mil/). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.