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2022 | OriginalPaper | Buchkapitel

Artificial Neural Network-Based Shared Control for Smart Wheelchairs: A Fully-Manual Driving for the User

verfasst von : J. V. A. e Souza, L. R. Olivi, E. Rohmer

Erschienen in: XXVII Brazilian Congress on Biomedical Engineering

Verlag: Springer International Publishing

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Abstract

Wheelchairs play an important role in regaining lost mobility and in the social reintegration of its users. However, users with quadriplegia yet have a few low cost solutions that meet their needs. The present work proposes a shared control strategy designed to operate together with discrete human-machine interfaces, where the user has few commands, and capable to integrate different types of sensors that can be attached to a commercial powered wheelchairs, without the necessity of localization. Simulations show that the proposed strategy provides a robust and safe navigation through daily environments and does not take away the navigation autonomy from the user, who performs a fully-manual driving.

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Literatur
[1]
Zurück zum Zitat Maciel M (2000) Portadores de deficiência: a questão da inclusão social São Paulo em Perspectiva 14:51–56 Maciel M (2000) Portadores de deficiência: a questão da inclusão social São Paulo em Perspectiva 14:51–56
[2]
Zurück zum Zitat Pesquisa nacional de saúde: 2013: Indicadores de saúde e mercado de trabalho: Brasil e grandes regiões. Rio de Janeiro (RJ), BR: Instituto Brasileira de Geografia e Estatística (IBGE) 2016 Pesquisa nacional de saúde: 2013: Indicadores de saúde e mercado de trabalho: Brasil e grandes regiões. Rio de Janeiro (RJ), BR: Instituto Brasileira de Geografia e Estatística (IBGE) 2016
[3]
Zurück zum Zitat Pereira GM, Mota SV, Andrade DTG, Rohmer E (2017) Comparison of human machine interfaces to control a robotized wheelchair. In: Proceedings of XIII SBAI Pereira GM, Mota SV, Andrade DTG, Rohmer E (2017) Comparison of human machine interfaces to control a robotized wheelchair. In: Proceedings of XIII SBAI
[4]
Zurück zum Zitat Pinheiro P, Pinheiro CG, Cardozo E (2017) The wheelie—a facial expression controlled wheelchair using 3D technology. In: 26th IEEE international symposium on robot and human interactive communication (RO-MAN). IEEE, pp 271–276 Pinheiro P, Pinheiro CG, Cardozo E (2017) The wheelie—a facial expression controlled wheelchair using 3D technology. In: 26th IEEE international symposium on robot and human interactive communication (RO-MAN). IEEE, pp 271–276
[5]
Zurück zum Zitat Leaman J, La HM (2017) A comprehensive review of smart wheelchairs: past, present, and future. IEEE Trans Human-Machine Syst 47:486–499 Leaman J, La HM (2017) A comprehensive review of smart wheelchairs: past, present, and future. IEEE Trans Human-Machine Syst 47:486–499
[6]
Zurück zum Zitat Millán JDR, Rupp R, Müller-Putz G et al (2010) Combining brain-computer interfaces and assistive technologies: state-of-the-art and challenges. Front Neurosci 4:161 Millán JDR, Rupp R, Müller-Putz G et al (2010) Combining brain-computer interfaces and assistive technologies: state-of-the-art and challenges. Front Neurosci 4:161
[7]
Zurück zum Zitat Cowan RE, Fregly BJ, Boninger ML, Chan L, Rodgers MM, Reinkensmeyer DJ (2012) Recent trends in assistive technology for mobility. J Neuroeng Rehabil 9:20 Cowan RE, Fregly BJ, Boninger ML, Chan L, Rodgers MM, Reinkensmeyer DJ (2012) Recent trends in assistive technology for mobility. J Neuroeng Rehabil 9:20
[8]
Zurück zum Zitat Olivi L, Souza R, Rohmer E, Cardozo E (2013) Shared control for assistive mobile robots based on vector fields. In: 10th international conference on ubiquitous robots and ambient intelligence (URAI). IEEE, pp 96–101 Olivi L, Souza R, Rohmer E, Cardozo E (2013) Shared control for assistive mobile robots based on vector fields. In: 10th international conference on ubiquitous robots and ambient intelligence (URAI). IEEE, pp 96–101
[9]
Zurück zum Zitat Levine SP, Bell DA, Jaros LA, Simpson RC, Koren Y, Borenstein J (1999) The NavChair assistive wheelchair navigation system. IEEE Trans Rehabil Eng 7:443–451 Levine SP, Bell DA, Jaros LA, Simpson RC, Koren Y, Borenstein J (1999) The NavChair assistive wheelchair navigation system. IEEE Trans Rehabil Eng 7:443–451
[10]
Zurück zum Zitat Trieu HT, Nguyen HT, Willey K (2008) Shared control strategies for obstacle avoidance tasks in an intelligent wheelchair. In: 30th annual international conference of the IEEE Engineering in Medicine and Biology Society. IEEE, pp 4254–4257 Trieu HT, Nguyen HT, Willey K (2008) Shared control strategies for obstacle avoidance tasks in an intelligent wheelchair. In: 30th annual international conference of the IEEE Engineering in Medicine and Biology Society. IEEE, pp 4254–4257
[11]
Zurück zum Zitat Lopes A, Rodrigues J, Perdigao J, Pires G, Nunes U (2016) A new hybrid motion planner: applied in a brain-actuated robotic wheelchair. IEEE Robot Autom Mag 23:82–93 Lopes A, Rodrigues J, Perdigao J, Pires G, Nunes U (2016) A new hybrid motion planner: applied in a brain-actuated robotic wheelchair. IEEE Robot Autom Mag 23:82–93
[12]
Zurück zum Zitat Rohmer E, Singh SP, Freese M (2013) V-REP: a versatile and scalable robot simulation framework. In: IEEE/RSJ international conference on intelligent robots and systems. IEEE, pp 1321–1326 Rohmer E, Singh SP, Freese M (2013) V-REP: a versatile and scalable robot simulation framework. In: IEEE/RSJ international conference on intelligent robots and systems. IEEE, pp 1321–1326
[13]
Zurück zum Zitat Friedman J, Hastie T, Tibshirani R (2001) The elements of statistical learning, vol 1. Springer Series in Statistics, New York Friedman J, Hastie T, Tibshirani R (2001) The elements of statistical learning, vol 1. Springer Series in Statistics, New York
Metadaten
Titel
Artificial Neural Network-Based Shared Control for Smart Wheelchairs: A Fully-Manual Driving for the User
verfasst von
J. V. A. e Souza
L. R. Olivi
E. Rohmer
Copyright-Jahr
2022
DOI
https://doi.org/10.1007/978-3-030-70601-2_217

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