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Exoskeleton robot control for synchronous walking assistance in repetitive manual handling works based on dual unscented Kalman filter
Prolong walking is a notable risk factor for work-related lower-limb disorders (WRLLD) in industries such as agriculture, construction, service profession, healthcare and retail works. It is one of the common causes of lower limb fatigue or muscular exhaustion leading to poor balance and fall. Exosk...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6042736/ https://www.ncbi.nlm.nih.gov/pubmed/30001415 http://dx.doi.org/10.1371/journal.pone.0200193 |
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author | Sado, Fatai Yap, Hwa Jen Ghazilla, Raja Ariffin Raja Ahmad, Norhafizan |
author_facet | Sado, Fatai Yap, Hwa Jen Ghazilla, Raja Ariffin Raja Ahmad, Norhafizan |
author_sort | Sado, Fatai |
collection | PubMed |
description | Prolong walking is a notable risk factor for work-related lower-limb disorders (WRLLD) in industries such as agriculture, construction, service profession, healthcare and retail works. It is one of the common causes of lower limb fatigue or muscular exhaustion leading to poor balance and fall. Exoskeleton technology is seen as a modern strategy to assist worker’s in these professions to minimize or eliminate the risk of WRLLDs. Exoskeleton has potentials to benefit workers in prolong walking (amongst others) by augmenting their strength, increasing their endurance, and minimizing high muscular activation, resulting in overall work efficiency and productivity. Controlling exoskeleton to achieve this purpose for able-bodied personnel without impeding their natural movement is, however, challenging. In this study, we propose a control strategy that integrates a Dual Unscented Kalman Filter (DUKF) for trajectory generation/prediction of the spatio-temporal features of human walking (i.e. joint position, and velocity, and acceleration) and an impedance cum supervisory controller to enable the exoskeleton to follow this trajectory to synchronize with the human walking. Experiment is conducted with four subjects carrying a load and walking at their normal speed- a typical scenario in industries. EMG signals taken at two muscles: Right Vastus Intermedius (on the thigh) and Right Gastrocnemius (on the calf) indicated reduction in muscular activation during the experiment. The results also show the ability of the control system to predict spatio-temporal features of the pilots’ walking and to enable the exoskeleton to move in concert with the pilot. |
format | Online Article Text |
id | pubmed-6042736 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-60427362018-07-19 Exoskeleton robot control for synchronous walking assistance in repetitive manual handling works based on dual unscented Kalman filter Sado, Fatai Yap, Hwa Jen Ghazilla, Raja Ariffin Raja Ahmad, Norhafizan PLoS One Research Article Prolong walking is a notable risk factor for work-related lower-limb disorders (WRLLD) in industries such as agriculture, construction, service profession, healthcare and retail works. It is one of the common causes of lower limb fatigue or muscular exhaustion leading to poor balance and fall. Exoskeleton technology is seen as a modern strategy to assist worker’s in these professions to minimize or eliminate the risk of WRLLDs. Exoskeleton has potentials to benefit workers in prolong walking (amongst others) by augmenting their strength, increasing their endurance, and minimizing high muscular activation, resulting in overall work efficiency and productivity. Controlling exoskeleton to achieve this purpose for able-bodied personnel without impeding their natural movement is, however, challenging. In this study, we propose a control strategy that integrates a Dual Unscented Kalman Filter (DUKF) for trajectory generation/prediction of the spatio-temporal features of human walking (i.e. joint position, and velocity, and acceleration) and an impedance cum supervisory controller to enable the exoskeleton to follow this trajectory to synchronize with the human walking. Experiment is conducted with four subjects carrying a load and walking at their normal speed- a typical scenario in industries. EMG signals taken at two muscles: Right Vastus Intermedius (on the thigh) and Right Gastrocnemius (on the calf) indicated reduction in muscular activation during the experiment. The results also show the ability of the control system to predict spatio-temporal features of the pilots’ walking and to enable the exoskeleton to move in concert with the pilot. Public Library of Science 2018-07-12 /pmc/articles/PMC6042736/ /pubmed/30001415 http://dx.doi.org/10.1371/journal.pone.0200193 Text en © 2018 Sado et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Sado, Fatai Yap, Hwa Jen Ghazilla, Raja Ariffin Raja Ahmad, Norhafizan Exoskeleton robot control for synchronous walking assistance in repetitive manual handling works based on dual unscented Kalman filter |
title | Exoskeleton robot control for synchronous walking assistance in repetitive manual handling works based on dual unscented Kalman filter |
title_full | Exoskeleton robot control for synchronous walking assistance in repetitive manual handling works based on dual unscented Kalman filter |
title_fullStr | Exoskeleton robot control for synchronous walking assistance in repetitive manual handling works based on dual unscented Kalman filter |
title_full_unstemmed | Exoskeleton robot control for synchronous walking assistance in repetitive manual handling works based on dual unscented Kalman filter |
title_short | Exoskeleton robot control for synchronous walking assistance in repetitive manual handling works based on dual unscented Kalman filter |
title_sort | exoskeleton robot control for synchronous walking assistance in repetitive manual handling works based on dual unscented kalman filter |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6042736/ https://www.ncbi.nlm.nih.gov/pubmed/30001415 http://dx.doi.org/10.1371/journal.pone.0200193 |
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