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Cristina Urdiales1, Manuel Fernández-Carmona, José M Peula

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Artificial Intelligence in Medicine
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This study introduces collaborative control for robotic wheelchairs, allowing simultaneous user and robot input. This adaptive shared control significantly improves task performance for individuals with disabilities.

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Area of Science:

  • Robotics
  • Assistive Technology
  • Rehabilitation Engineering

Background:

  • Mobility is crucial for independent living, with robotic wheelchairs offering assistance to individuals with severe disabilities.
  • Existing shared control systems often switch between user and robot control, potentially leading to skill degradation and frustration.
  • Maximizing user participation in control is essential for maintaining residual abilities and psychological well-being.

Purpose of the Study:

  • To introduce and evaluate a novel shared control technique for robotic wheelchairs termed collaborative control.
  • To enable simultaneous command contributions from both the user and the robotic wheelchair.
  • To develop an adaptive assistance system that responds to individual user needs.

Main Methods:

  • Developed a collaborative control strategy where user and robot commands are weighted by local efficiencies.
  • Integrated commands using a reactive navigation strategy for seamless control.
  • Tested the collaborative control system with 18 volunteers with diverse physical and cognitive disabilities in a home environment.

Main Results:

  • All participants successfully navigated a complex test path using the collaborative control system.
  • The system demonstrated positive user and caregiver feedback regarding usability and effectiveness.
  • High acceptance rates were observed, as measured by the psychosocial impact of assistive devices scale.

Conclusions:

  • Collaborative control effectively adapts to individual user needs, providing localized assistance for specific disabilities.
  • The approach significantly improves task performance, with statistical significance (p=0.016) confirmed by ANOVA.
  • This method offers a promising advancement in shared control for robotic wheelchairs, enhancing user autonomy and experience.