The passive series stiffness that optimizes torque tracking for a lower-limb exoskeleton in human walking

This study uses theory and experiments to investigate the relationship between the passive stiffness of series elastic actuators and torque tracking performance in lower-limb exoskeletons during human walking. Through theoretical analysis with our simplified system model, we found that the optimal p...

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Main Authors: Zhang, Juanjuan, Collins, Steven H.
Other Authors: School of Electrical and Electronic Engineering
Format: Article
Language:English
Published: 2018
Subjects:
Online Access:https://hdl.handle.net/10356/86203
http://hdl.handle.net/10220/45382
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-862032020-03-07T13:57:26Z The passive series stiffness that optimizes torque tracking for a lower-limb exoskeleton in human walking Zhang, Juanjuan Collins, Steven H. School of Electrical and Electronic Engineering Series Elastic Actuators Lower-limb Exoskeletons This study uses theory and experiments to investigate the relationship between the passive stiffness of series elastic actuators and torque tracking performance in lower-limb exoskeletons during human walking. Through theoretical analysis with our simplified system model, we found that the optimal passive stiffness matches the slope of the desired torque-angle relationship. We also conjectured that a bandwidth limit resulted in a maximum rate of change in torque error that can be commanded through control input, which is fixed across desired and passive stiffness conditions. This led to hypotheses about the interactions among optimal control gains, passive stiffness and desired quasi-stiffness. Walking experiments were conducted with multiple angle-based desired torque curves. The observed lowest torque tracking errors identified for each combination of desired and passive stiffnesses were shown to be linearly proportional to the magnitude of the difference between the two stiffnesses. The proportional gains corresponding to the lowest observed errors were seen inversely proportional to passive stiffness values and to desired stiffness. These findings supported our hypotheses, and provide guidance to application-specific hardware customization as well as controller design for torque-controlled robotic legged locomotion. Published version 2018-07-30T06:58:36Z 2019-12-06T16:17:58Z 2018-07-30T06:58:36Z 2019-12-06T16:17:58Z 2017 Journal Article Zhang, J., & Collins, S. H. (2017). The Passive Series Stiffness That Optimizes Torque Tracking for a Lower-Limb Exoskeleton in Human Walking. Frontiers in Neurorobotics, 11, 68-. https://hdl.handle.net/10356/86203 http://hdl.handle.net/10220/45382 10.3389/fnbot.2017.00068 en Frontiers in Neurorobotics © 2017 Zhang and Collins. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. 16 p. application/pdf
institution Nanyang Technological University
building NTU Library
country Singapore
collection DR-NTU
language English
topic Series Elastic Actuators
Lower-limb Exoskeletons
spellingShingle Series Elastic Actuators
Lower-limb Exoskeletons
Zhang, Juanjuan
Collins, Steven H.
The passive series stiffness that optimizes torque tracking for a lower-limb exoskeleton in human walking
description This study uses theory and experiments to investigate the relationship between the passive stiffness of series elastic actuators and torque tracking performance in lower-limb exoskeletons during human walking. Through theoretical analysis with our simplified system model, we found that the optimal passive stiffness matches the slope of the desired torque-angle relationship. We also conjectured that a bandwidth limit resulted in a maximum rate of change in torque error that can be commanded through control input, which is fixed across desired and passive stiffness conditions. This led to hypotheses about the interactions among optimal control gains, passive stiffness and desired quasi-stiffness. Walking experiments were conducted with multiple angle-based desired torque curves. The observed lowest torque tracking errors identified for each combination of desired and passive stiffnesses were shown to be linearly proportional to the magnitude of the difference between the two stiffnesses. The proportional gains corresponding to the lowest observed errors were seen inversely proportional to passive stiffness values and to desired stiffness. These findings supported our hypotheses, and provide guidance to application-specific hardware customization as well as controller design for torque-controlled robotic legged locomotion.
author2 School of Electrical and Electronic Engineering
author_facet School of Electrical and Electronic Engineering
Zhang, Juanjuan
Collins, Steven H.
format Article
author Zhang, Juanjuan
Collins, Steven H.
author_sort Zhang, Juanjuan
title The passive series stiffness that optimizes torque tracking for a lower-limb exoskeleton in human walking
title_short The passive series stiffness that optimizes torque tracking for a lower-limb exoskeleton in human walking
title_full The passive series stiffness that optimizes torque tracking for a lower-limb exoskeleton in human walking
title_fullStr The passive series stiffness that optimizes torque tracking for a lower-limb exoskeleton in human walking
title_full_unstemmed The passive series stiffness that optimizes torque tracking for a lower-limb exoskeleton in human walking
title_sort passive series stiffness that optimizes torque tracking for a lower-limb exoskeleton in human walking
publishDate 2018
url https://hdl.handle.net/10356/86203
http://hdl.handle.net/10220/45382
_version_ 1681038378552786944