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A Driving Behaviour Model of Electrical Wheelchair Users

In spite of the presence of powered wheelchairs, some of the users still experience steering challenges and manoeuvring difficulties that limit their capacity of navigating effectively. For such users, steering support and assistive systems may be very necessary. To appreciate the assistance, there...

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Detalles Bibliográficos
Autores principales: Onyango, S. O., Hamam, Y., Djouani, K., Daachi, B., Steyn, N.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4842362/
https://www.ncbi.nlm.nih.gov/pubmed/27148362
http://dx.doi.org/10.1155/2016/7189267
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author Onyango, S. O.
Hamam, Y.
Djouani, K.
Daachi, B.
Steyn, N.
author_facet Onyango, S. O.
Hamam, Y.
Djouani, K.
Daachi, B.
Steyn, N.
author_sort Onyango, S. O.
collection PubMed
description In spite of the presence of powered wheelchairs, some of the users still experience steering challenges and manoeuvring difficulties that limit their capacity of navigating effectively. For such users, steering support and assistive systems may be very necessary. To appreciate the assistance, there is need that the assistive control is adaptable to the user's steering behaviour. This paper contributes to wheelchair steering improvement by modelling the steering behaviour of powered wheelchair users, for integration into the control system. More precisely, the modelling is based on the improved Directed Potential Field (DPF) method for trajectory planning. The method has facilitated the formulation of a simple behaviour model that is also linear in parameters. To obtain the steering data for parameter identification, seven individuals participated in driving the wheelchair in different virtual worlds on the augmented platform. The obtained data facilitated the estimation of user parameters, using the ordinary least square method, with satisfactory regression analysis results.
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spelling pubmed-48423622016-05-04 A Driving Behaviour Model of Electrical Wheelchair Users Onyango, S. O. Hamam, Y. Djouani, K. Daachi, B. Steyn, N. Comput Intell Neurosci Research Article In spite of the presence of powered wheelchairs, some of the users still experience steering challenges and manoeuvring difficulties that limit their capacity of navigating effectively. For such users, steering support and assistive systems may be very necessary. To appreciate the assistance, there is need that the assistive control is adaptable to the user's steering behaviour. This paper contributes to wheelchair steering improvement by modelling the steering behaviour of powered wheelchair users, for integration into the control system. More precisely, the modelling is based on the improved Directed Potential Field (DPF) method for trajectory planning. The method has facilitated the formulation of a simple behaviour model that is also linear in parameters. To obtain the steering data for parameter identification, seven individuals participated in driving the wheelchair in different virtual worlds on the augmented platform. The obtained data facilitated the estimation of user parameters, using the ordinary least square method, with satisfactory regression analysis results. Hindawi Publishing Corporation 2016 2016-04-11 /pmc/articles/PMC4842362/ /pubmed/27148362 http://dx.doi.org/10.1155/2016/7189267 Text en Copyright © 2016 S. O. Onyango et al. https://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Onyango, S. O.
Hamam, Y.
Djouani, K.
Daachi, B.
Steyn, N.
A Driving Behaviour Model of Electrical Wheelchair Users
title A Driving Behaviour Model of Electrical Wheelchair Users
title_full A Driving Behaviour Model of Electrical Wheelchair Users
title_fullStr A Driving Behaviour Model of Electrical Wheelchair Users
title_full_unstemmed A Driving Behaviour Model of Electrical Wheelchair Users
title_short A Driving Behaviour Model of Electrical Wheelchair Users
title_sort driving behaviour model of electrical wheelchair users
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4842362/
https://www.ncbi.nlm.nih.gov/pubmed/27148362
http://dx.doi.org/10.1155/2016/7189267
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