Walking Strategies and Performance Evaluation for Human-Exoskeleton Systems under Admittance Control

Lower-limb exoskeletons as walking assistive devices have been intensively investigated in recent decades. In these studies, intention detection and performance evaluation are important topics. In our previous studies, we proposed a disturbance observer (DOB)-based torque estimation algorithm and an...

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Main Authors: Chiawei Liang, Tesheng Hsiao
Format: Article
Language:English
Published: MDPI AG 2020-08-01
Series:Sensors
Subjects:
Online Access:https://www.mdpi.com/1424-8220/20/15/4346
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author Chiawei Liang
Tesheng Hsiao
author_facet Chiawei Liang
Tesheng Hsiao
author_sort Chiawei Liang
collection DOAJ
description Lower-limb exoskeletons as walking assistive devices have been intensively investigated in recent decades. In these studies, intention detection and performance evaluation are important topics. In our previous studies, we proposed a disturbance observer (DOB)-based torque estimation algorithm and an admittance control law to shape the admittance of the human-exoskeleton system (HES) and comply with the user’s walking intention. These algorithms have been experimentally verified under the condition of no ground reaction force (GRF) in our previous studies. In this paper, we devised and integrated with the exoskeleton control system a sensing and communication module on each foot to measure and compensate for GRF. Rigorous theoretical analysis was performed and the sufficient conditions for the robust stability of the closed-loop system were derived. Then, we conducted level ground assistive walking repeatedly with different test subjects and exhaustive combinations of admittance parameters. In addition, we proposed two tractable and physically insightful performance indices called <i>normalized energy consumption index</i> (NECI) and <i>walking distance</i> in a <i>fixed period of time</i> to quantitatively evaluate the performance for different admittance parameters. We also compared the energy consumption for users walking with and without the exoskeleton. The results show that the proposed admittance control law reduces the energy consumption of the user during level ground walking.
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spelling doaj.art-e509ce05468a4199aefabfc63b04ed1f2023-11-20T09:03:52ZengMDPI AGSensors1424-82202020-08-012015434610.3390/s20154346Walking Strategies and Performance Evaluation for Human-Exoskeleton Systems under Admittance ControlChiawei Liang0Tesheng Hsiao1Department of Electrical and Computer Engineering, National Chiao Tung University, Hsinchu 300093, TaiwanDepartment of Electrical and Computer Engineering, National Chiao Tung University, Hsinchu 300093, TaiwanLower-limb exoskeletons as walking assistive devices have been intensively investigated in recent decades. In these studies, intention detection and performance evaluation are important topics. In our previous studies, we proposed a disturbance observer (DOB)-based torque estimation algorithm and an admittance control law to shape the admittance of the human-exoskeleton system (HES) and comply with the user’s walking intention. These algorithms have been experimentally verified under the condition of no ground reaction force (GRF) in our previous studies. In this paper, we devised and integrated with the exoskeleton control system a sensing and communication module on each foot to measure and compensate for GRF. Rigorous theoretical analysis was performed and the sufficient conditions for the robust stability of the closed-loop system were derived. Then, we conducted level ground assistive walking repeatedly with different test subjects and exhaustive combinations of admittance parameters. In addition, we proposed two tractable and physically insightful performance indices called <i>normalized energy consumption index</i> (NECI) and <i>walking distance</i> in a <i>fixed period of time</i> to quantitatively evaluate the performance for different admittance parameters. We also compared the energy consumption for users walking with and without the exoskeleton. The results show that the proposed admittance control law reduces the energy consumption of the user during level ground walking.https://www.mdpi.com/1424-8220/20/15/4346exoskeletonadmittance controlground reaction forcewalking strategyhuman-exoskeleton systemnormalized energy consumption index
spellingShingle Chiawei Liang
Tesheng Hsiao
Walking Strategies and Performance Evaluation for Human-Exoskeleton Systems under Admittance Control
Sensors
exoskeleton
admittance control
ground reaction force
walking strategy
human-exoskeleton system
normalized energy consumption index
title Walking Strategies and Performance Evaluation for Human-Exoskeleton Systems under Admittance Control
title_full Walking Strategies and Performance Evaluation for Human-Exoskeleton Systems under Admittance Control
title_fullStr Walking Strategies and Performance Evaluation for Human-Exoskeleton Systems under Admittance Control
title_full_unstemmed Walking Strategies and Performance Evaluation for Human-Exoskeleton Systems under Admittance Control
title_short Walking Strategies and Performance Evaluation for Human-Exoskeleton Systems under Admittance Control
title_sort walking strategies and performance evaluation for human exoskeleton systems under admittance control
topic exoskeleton
admittance control
ground reaction force
walking strategy
human-exoskeleton system
normalized energy consumption index
url https://www.mdpi.com/1424-8220/20/15/4346
work_keys_str_mv AT chiaweiliang walkingstrategiesandperformanceevaluationforhumanexoskeletonsystemsunderadmittancecontrol
AT teshenghsiao walkingstrategiesandperformanceevaluationforhumanexoskeletonsystemsunderadmittancecontrol