Ankle exoskeleton torque controllers based on soleus muscle models.

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...

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Main Authors: Paul S Pridham, Leia Stirling
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2023-01-01
Series:PLoS ONE
Online Access:https://doi.org/10.1371/journal.pone.0281944
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author Paul S Pridham
Leia Stirling
author_facet Paul S Pridham
Leia Stirling
author_sort Paul S Pridham
collection DOAJ
description 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.
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spelling doaj.art-9f16fc17ced04f7b873cb3960e079ef82023-04-12T05:31:55ZengPublic Library of Science (PLoS)PLoS ONE1932-62032023-01-01182e028194410.1371/journal.pone.0281944Ankle exoskeleton torque controllers based on soleus muscle models.Paul S PridhamLeia StirlingPowered 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.https://doi.org/10.1371/journal.pone.0281944
spellingShingle Paul S Pridham
Leia Stirling
Ankle exoskeleton torque controllers based on soleus muscle models.
PLoS ONE
title Ankle exoskeleton torque controllers based on soleus muscle models.
title_full Ankle exoskeleton torque controllers based on soleus muscle models.
title_fullStr Ankle exoskeleton torque controllers based on soleus muscle models.
title_full_unstemmed Ankle exoskeleton torque controllers based on soleus muscle models.
title_short Ankle exoskeleton torque controllers based on soleus muscle models.
title_sort ankle exoskeleton torque controllers based on soleus muscle models
url https://doi.org/10.1371/journal.pone.0281944
work_keys_str_mv AT paulspridham ankleexoskeletontorquecontrollersbasedonsoleusmusclemodels
AT leiastirling ankleexoskeletontorquecontrollersbasedonsoleusmusclemodels