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Updated: Feb 28, 2026

Brain-Computer Interface-controlled Upper Limb Robotic System for Enhancing Daily Activities in Stroke Patients
Published on: April 18, 2025
Robotic devices and brain-machine interfaces for hand rehabilitation post-stroke
Alistair C McConnell1, Renan C Moioli, Fabricio L Brasil
1MACS, Heriot-Watt University, EH14 4AS Edinburgh, United Kingdom. acm9@hw.ac.uk.
Objective:
To review the state of the art of robotic-aided hand physiotherapy for post-stroke rehabilitation, including the use of brain-machine interfaces. Each patient has a unique clinical history and, in response to personalized treatment needs, research into individualized and at-home treatment options has expanded rapidly in recent years. This has resulted in the development of many devices and design strategies for use in stroke rehabilitation.
Methods:
The development progression of robotic-aided hand physiotherapy devices and brain-machine interface systems is outlined, focussing on those with mechanisms and control strategies designed to improve recovery outcomes of the hand post-stroke. A total of 110 commercial and non-commercial hand and wrist devices, spanning the 2 major core designs: end-effector and exoskeleton are reviewed.
Results:
The growing body of evidence on the efficacy and relevance of incorporating brain-machine interfaces in stroke rehabilitation is summarized. The challenges involved in integrating robotic rehabilitation into the healthcare system are discussed.
Conclusion:
This review provides novel insights into the use of robotics in physiotherapy practice, and may help system designers to develop new devices.
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