Simulation System of Electric-Powered Wheelchairs for Training Purposes

For some people with severe physical disabilities, the main assistive device to improve their independence and to enhance overall well-being is an electric-powered wheelchair (EPW). However, there is a necessity to offer users EPW training. In this work, the Simcadrom is introduced, which is a virtual reality simulator for EPW driving learning purposes, testing of driving skills and performance, and testing of input interfaces. This simulator uses a joystick as the main input interface, and a virtual reality head-mounted display. However, it can also be used with an eye-tracker device as an alternative input interface and a projector to display the virtual environment (VE). Sense of presence, and user experience questionnaires were implemented to evaluate this version of the Simcadrom in addition to some statistical tests for performance parameters like: total elapsed time, path following error, and total number of commands. A test protocol was proposed and, considering the overall results, the system proved to simulate, very realistically, the usability, kinematics, and dynamics of a real EPW in a VE. Most subjects were able to improve their EPW driving performance in the training session. Furthermore, all skills learned are feasible to be transferred to a real EPW.

[1]  Amir Hussain,et al.  A Neuro-Fuzzy Control System Based on Feature Extraction of Surface Electromyogram Signal for Solar-Powered Wheelchair , 2016, Cognitive Computation.

[2]  Ricardo Chavarriaga,et al.  A hybrid brain–computer interface based on the fusion of electroencephalographic and electromyographic activities , 2011, Journal of neural engineering.

[3]  R. C. Silva,et al.  TECNOLOGIAS PARA CONSTRUÇÃO DE MUNDOS VIRTUAIS: UM COMPARATIVO ENTRE AS OPÇÕES EXISTENTES NO MERCADO , 2012 .

[4]  Kohei Arai,et al.  Electric wheelchair control with gaze direction and eye blinking , 2009, Artificial Life and Robotics.

[5]  Shuxiang Guo,et al.  Development of a potential system for upper limb rehabilitation training based on virtual reality , 2011, 2011 4th International Conference on Human System Interactions, HSI 2011.

[6]  M. Brault Americans with Disabilities: 2010 , 2012 .

[7]  Charles B. Owen,et al.  Review on cybersickness in applications and visual displays , 2016, Virtual Reality.

[8]  D. Inman,et al.  Learning to Drive a Wheelchair in Virtual Reality , 2011 .

[9]  Rory A Cooper,et al.  Development of a wheelchair virtual driving environment: trials with subjects with traumatic brain injury. , 2008, Archives of physical medicine and rehabilitation.

[10]  P. Weiss,et al.  Use of a computer simulator for training children with disabilities in the operation of a powered wheelchair. , 1998, The American journal of occupational therapy : official publication of the American Occupational Therapy Association.

[11]  Ifedayo A. Adelola,et al.  Virtual environments for powered wheelchair learner drivers: Case studies , 2009 .

[12]  Richard A Armstrong,et al.  When to use the Bonferroni correction , 2014, Ophthalmic & physiological optics : the journal of the British College of Ophthalmic Opticians.

[13]  Rory A Cooper,et al.  Comparison of virtual wheelchair driving performance of people with traumatic brain injury using an isometric and a conventional joystick. , 2011, Archives of physical medicine and rehabilitation.

[14]  Nigel W. John,et al.  Using Virtual Reality to Experience Different Powered Wheelchair Configurations , 2017, 2017 International Conference on Cyberworlds (CW).

[15]  Simon Richir,et al.  Wheelchair simulators: A review , 2009 .

[16]  Philippe S. Archambault,et al.  Powered wheelchair simulator development: implementing combined navigation-reaching tasks with a 3D hand motion controller , 2016, Journal of NeuroEngineering and Rehabilitation.

[17]  L Fehr,et al.  Adequacy of power wheelchair control interfaces for persons with severe disabilities: a clinical survey. , 2000, Journal of rehabilitation research and development.

[18]  Luís Paulo Reis,et al.  IntellWheels - A Development Platform for Intelligent Wheelchairs for Disabled People , 2008, ICINCO-RA.

[19]  Vicente Ferreira de Lucena,et al.  Multimodal System for Training at Distance in a Virtual or Augmented Reality Environment for Users of Electric-Powered Wheelchairs , 2016 .

[20]  António Augusto de Sousa,et al.  Adaptation and Validation of the Igroup Presence Questionnaire (IPQ) in a Portuguese Sample , 2016, PRESENCE: Teleoperators and Virtual Environments.

[21]  Holger Regenbrecht,et al.  The Experience of Presence: Factor Analytic Insights , 2001, Presence: Teleoperators & Virtual Environments.

[22]  Luís Paulo Reis,et al.  A Survey on Intelligent Wheelchair Prototypes and Simulators , 2014, WorldCIST.

[23]  Wanderley Cardoso Celeste,et al.  An adaptive dynamic controller for autonomous mobile robot trajectory tracking , 2008 .

[24]  Patrick Boissy,et al.  Comparison of powered wheelchair driving performance in a real and in a simulated environment , 2011, 2011 International Conference on Virtual Rehabilitation.

[25]  Maíra Bonna Lenzi Os dados sobre Deficiência nos Censos Demográficos Brasileiro , 2016 .

[26]  A.V. Sonar,et al.  Development of a virtual reality-based power wheel chair simulator , 2005, IEEE International Conference Mechatronics and Automation, 2005.

[27]  S. van Dulmen,et al.  Patient adherence to medical treatment: a review of reviews , 2007, BMC Health Services Research.

[28]  Bruno Arnaldi,et al.  Vestibular Feedback on a Virtual Reality Wheelchair Driving Simulator: A Pilot Study , 2020, 2020 15th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[29]  Alexandre Luís Cardoso Bissoli,et al.  TOWARDS AN ASSISTIVE INTERFACE TO COMMAND ROBOTIC WHEELCHAIRS AND INTERACT WITH ENVIRONMENT THROUGH EYE GAZE , 2018 .

[30]  I A Adelola,et al.  Adaptable virtual reality interface for powered wheelchair training of disabled children , 2002 .

[31]  Naomi B. Robbins,et al.  Plotting Likert and Other Rating Scales , 2011 .

[32]  Nigel W. John,et al.  A Cost-Effective Virtual Environment for Simulating and Training Powered Wheelchairs Manoeuvres , 2016, MMVR.

[33]  Rory A Cooper,et al.  Joystick use for virtual power wheelchair driving in individuals with tremor: pilot study. , 2009, Journal of rehabilitation research and development.

[34]  Kathleen Wilson,et al.  The State of the Field , 2018 .

[35]  Robert S. Kennedy,et al.  Simulator Sickness Questionnaire: An enhanced method for quantifying simulator sickness. , 1993 .

[36]  E. A. Attree,et al.  The role of virtual reality technology in the assessment and training of inexperienced powered wheelchair users , 2002, Disability and rehabilitation.

[37]  F. Ganier,et al.  Évaluation des performances et de la charge de travail induits par l'apprentissage de procédures de maintenance en environnement virtuel , 2013 .

[38]  D. Reinkensmeyer,et al.  Technologies and combination therapies for enhancing movement training for people with a disability , 2012, Journal of NeuroEngineering and Rehabilitation.

[39]  Nigel W. John,et al.  The Implementation and Validation of a Virtual Environment for Training Powered Wheelchair Manoeuvres , 2018, IEEE Transactions on Visualization and Computer Graphics.

[40]  Moustapha Hafez,et al.  Les sens de l'homme , 2006 .

[41]  M. Finlayson,et al.  Experiencing the loss of mobility: perspectives of older adults with MS , 2003, Disability and rehabilitation.

[42]  R. Lee Kirby,et al.  Wheelchair Skills Assessment and Training , 2016 .

[43]  Franck Ganier,et al.  Evaluation of procedural learning transfer from a virtual environment to a real situation: a case study on tank maintenance training , 2014, Ergonomics.

[44]  R. Satava,et al.  Virtual Reality Training Improves Operating Room Performance: Results of a Randomized, Double-Blinded Study , 2002, Annals of surgery.

[45]  J. McComas,et al.  Benefits of activity and virtual reality based balance exercise programmes for adults with traumatic brain injury: Perceptions of participants and their caregivers , 2005, Brain injury.

[46]  François Routhier,et al.  Driving performance in a power wheelchair simulator , 2012, Disability and rehabilitation. Assistive technology.

[47]  Rory A Cooper,et al.  Assessment of wheelchair driving performance in a virtual reality-based simulator , 2013, The journal of spinal cord medicine.

[48]  A. R. Othman,et al.  Sensitivity of normality tests to non-normal data , 2011 .

[49]  Peter A. Hancock,et al.  Transfer of training from virtual reality , 1993 .

[50]  Dinesh Kumar,et al.  Devices for Mobility and Manipulation for People with Reduced Abilities , 2014 .

[51]  O. Bai,et al.  Electroencephalography (EEG)-Based Brain–Computer Interface (BCI): A 2-D Virtual Wheelchair Control Based on Event-Related Desynchronization/Synchronization and State Control , 2012, IEEE Transactions on Neural Systems and Rehabilitation Engineering.