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WheelCon: A Wheel Control-Based Gaming Platform for Studying Human Sensorimotor Control
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Safety-Based Speed Control of a Wheelchair Using Robust Adaptive Model Predictive Control
IEEE Transactions on Cybernetics
|September 15, 2023
Summary
This study introduces a new safety-focused controller for electric wheelchairs, ensuring stable speed tracking even with disturbances. It guides wheelchairs safely, even when given unsafe speed commands.
Area of Science:
- Robotics and Control Systems
- Biomedical Engineering
- Human-Computer Interaction
Background:
- Electric-powered wheelchairs are crucial for mobility-impaired individuals.
- Controller design for wheelchairs must ensure safety across diverse users and scenarios.
- Existing systems may struggle with external disturbances and parameter uncertainties.
Purpose of the Study:
- To propose a safety-oriented speed tracking control algorithm for electric wheelchairs.
- To address external disturbances and dynamic parameter uncertainties.
- To ensure safety-related constraint satisfaction during speed tracking.
Main Methods:
- Utilized a set-membership approach for online estimation of uncertain parameters.
- Implemented a model predictive control (MPC) scheme with real-time adaptation.
- Developed a controller to manage both admissible and inadmissible speed references.
Main Results:
- The proposed controller effectively tracks desired wheelchair speeds while adhering to safety constraints.
- Demonstrated the ability to navigate to the nearest admissible reference when the target is unsafe.
- High-fidelity speed tracking results validated the controller's efficiency in simulations.
Conclusions:
- The developed safety-oriented controller enhances electric wheelchair operation.
- Real-time adaptation and constraint satisfaction are key to safe autonomous mobility.
- This approach improves accessibility and user safety for electric wheelchair systems.
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