Metabolic cost of walking with electromechanical ankle exoskeletons under proportional myoelectric control on a treadmill and outdoors

Lower limb robotic exoskeletons are often studied in the context of steady state treadmill walking in a laboratory environment. However, the end goal for exoskeletons is to be used in real world, complex environments. To reach the point that exoskeletons are openly adopted into our everyday lives, w...

Full description

Bibliographic Details
Main Authors: Rachel Hybart, K. Siena Villancio-Wolter, Daniel Perry Ferris
Format: Article
Language:English
Published: PeerJ Inc. 2023-07-01
Series:PeerJ
Subjects:
Online Access:https://peerj.com/articles/15775.pdf
_version_ 1797417881525288960
author Rachel Hybart
K. Siena Villancio-Wolter
Daniel Perry Ferris
author_facet Rachel Hybart
K. Siena Villancio-Wolter
Daniel Perry Ferris
author_sort Rachel Hybart
collection DOAJ
description Lower limb robotic exoskeletons are often studied in the context of steady state treadmill walking in a laboratory environment. However, the end goal for exoskeletons is to be used in real world, complex environments. To reach the point that exoskeletons are openly adopted into our everyday lives, we need to understand how the human and robot interact outside of a laboratory. Metabolic cost is often viewed as a gold standard metric for measuring exoskeleton performance but is rarely used to evaluate performance at non steady state walking outside of a laboratory. In this study, we tested the effects of robotic ankle exoskeletons under proportional myoelectric control on the cost of transport of walking both inside on a treadmill and outside overground. We hypothesized that walking with the exoskeletons would lead to a lower cost of transport compared to walking without them both on a treadmill and outside. We saw no significant increases or decreases in cost of transport or exoskeleton mechanics when walking with the exoskeletons compared to walking without them both on a treadmill and outside. We saw a strong negative correlation between walking speed and cost of transport when walking with and without the exoskeletons. In the future, research should consider how performing more difficult tasks, such as incline and loaded walking, affects the cost of transport while walking with and without robotic ankle exoskeletons. The value of this study to the literature is that it emphasizes the importance of both hardware dynamics and controller design towards reducing metabolic cost of transport with robotic ankle exoskeletons. When comparing our results to other studies using the same hardware with different controllers or very similar controllers with different hardware, there are a wide range of outcomes as to metabolic benefit.
first_indexed 2024-03-09T06:24:56Z
format Article
id doaj.art-82b5970b61f143799230bd506f693fa7
institution Directory Open Access Journal
issn 2167-8359
language English
last_indexed 2024-03-09T06:24:56Z
publishDate 2023-07-01
publisher PeerJ Inc.
record_format Article
series PeerJ
spelling doaj.art-82b5970b61f143799230bd506f693fa72023-12-03T11:26:31ZengPeerJ Inc.PeerJ2167-83592023-07-0111e1577510.7717/peerj.15775Metabolic cost of walking with electromechanical ankle exoskeletons under proportional myoelectric control on a treadmill and outdoorsRachel Hybart0K. Siena Villancio-Wolter1Daniel Perry Ferris2J. Crayton Pruitt Department of Biomedical Engineering, University of Florida, Gainesville, FL, United States of AmericaJ. Crayton Pruitt Department of Biomedical Engineering, University of Florida, Gainesville, FL, United States of AmericaJ. Crayton Pruitt Department of Biomedical Engineering, University of Florida, Gainesville, FL, United States of AmericaLower limb robotic exoskeletons are often studied in the context of steady state treadmill walking in a laboratory environment. However, the end goal for exoskeletons is to be used in real world, complex environments. To reach the point that exoskeletons are openly adopted into our everyday lives, we need to understand how the human and robot interact outside of a laboratory. Metabolic cost is often viewed as a gold standard metric for measuring exoskeleton performance but is rarely used to evaluate performance at non steady state walking outside of a laboratory. In this study, we tested the effects of robotic ankle exoskeletons under proportional myoelectric control on the cost of transport of walking both inside on a treadmill and outside overground. We hypothesized that walking with the exoskeletons would lead to a lower cost of transport compared to walking without them both on a treadmill and outside. We saw no significant increases or decreases in cost of transport or exoskeleton mechanics when walking with the exoskeletons compared to walking without them both on a treadmill and outside. We saw a strong negative correlation between walking speed and cost of transport when walking with and without the exoskeletons. In the future, research should consider how performing more difficult tasks, such as incline and loaded walking, affects the cost of transport while walking with and without robotic ankle exoskeletons. The value of this study to the literature is that it emphasizes the importance of both hardware dynamics and controller design towards reducing metabolic cost of transport with robotic ankle exoskeletons. When comparing our results to other studies using the same hardware with different controllers or very similar controllers with different hardware, there are a wide range of outcomes as to metabolic benefit.https://peerj.com/articles/15775.pdfExoskeletonMetabolicsMyoelectricLower-limb
spellingShingle Rachel Hybart
K. Siena Villancio-Wolter
Daniel Perry Ferris
Metabolic cost of walking with electromechanical ankle exoskeletons under proportional myoelectric control on a treadmill and outdoors
PeerJ
Exoskeleton
Metabolics
Myoelectric
Lower-limb
title Metabolic cost of walking with electromechanical ankle exoskeletons under proportional myoelectric control on a treadmill and outdoors
title_full Metabolic cost of walking with electromechanical ankle exoskeletons under proportional myoelectric control on a treadmill and outdoors
title_fullStr Metabolic cost of walking with electromechanical ankle exoskeletons under proportional myoelectric control on a treadmill and outdoors
title_full_unstemmed Metabolic cost of walking with electromechanical ankle exoskeletons under proportional myoelectric control on a treadmill and outdoors
title_short Metabolic cost of walking with electromechanical ankle exoskeletons under proportional myoelectric control on a treadmill and outdoors
title_sort metabolic cost of walking with electromechanical ankle exoskeletons under proportional myoelectric control on a treadmill and outdoors
topic Exoskeleton
Metabolics
Myoelectric
Lower-limb
url https://peerj.com/articles/15775.pdf
work_keys_str_mv AT rachelhybart metaboliccostofwalkingwithelectromechanicalankleexoskeletonsunderproportionalmyoelectriccontrolonatreadmillandoutdoors
AT ksienavillanciowolter metaboliccostofwalkingwithelectromechanicalankleexoskeletonsunderproportionalmyoelectriccontrolonatreadmillandoutdoors
AT danielperryferris metaboliccostofwalkingwithelectromechanicalankleexoskeletonsunderproportionalmyoelectriccontrolonatreadmillandoutdoors