TY - JOUR
T1 - Review on motor imagery based BCI systems for upper limb post-stroke neurorehabilitation
T2 - From designing to application
AU - Khan, Muhammad Ahmed
AU - Das, Rig
AU - Iversen, Helle K
AU - Puthusserypady, Sadasivan
N1 - Copyright © 2020 Elsevier Ltd. All rights reserved.
PY - 2020/8
Y1 - 2020/8
N2 - Strokes are a growing cause of mortality and many stroke survivors suffer from motor impairment as well as other types of disabilities in their daily life activities. To treat these sequelae, motor imagery (MI) based brain-computer interface (BCI) systems have shown potential to serve as an effective neurorehabilitation tool for post-stroke rehabilitation therapy. In this review, different MI-BCI based strategies, including "Functional Electric Stimulation, Robotics Assistance and Hybrid Virtual Reality based Models," have been comprehensively reported for upper-limb neurorehabilitation. Each of these approaches have been presented to illustrate the in-depth advantages and challenges of the respective BCI systems. Additionally, the current state-of-the-art and main concerns regarding BCI based post-stroke neurorehabilitation devices have also been discussed. Finally, recommendations for future developments have been proposed while discussing the BCI neurorehabilitation systems.
AB - Strokes are a growing cause of mortality and many stroke survivors suffer from motor impairment as well as other types of disabilities in their daily life activities. To treat these sequelae, motor imagery (MI) based brain-computer interface (BCI) systems have shown potential to serve as an effective neurorehabilitation tool for post-stroke rehabilitation therapy. In this review, different MI-BCI based strategies, including "Functional Electric Stimulation, Robotics Assistance and Hybrid Virtual Reality based Models," have been comprehensively reported for upper-limb neurorehabilitation. Each of these approaches have been presented to illustrate the in-depth advantages and challenges of the respective BCI systems. Additionally, the current state-of-the-art and main concerns regarding BCI based post-stroke neurorehabilitation devices have also been discussed. Finally, recommendations for future developments have been proposed while discussing the BCI neurorehabilitation systems.
KW - Stroke
KW - Brain-computer interface (BCI)
KW - Motor imagery (MI)
KW - Neurorehabilitation devices
KW - Virtual reality
KW - Electric stimulation
KW - Robotic assistance
U2 - 10.1016/j.compbiomed.2020.103843
DO - 10.1016/j.compbiomed.2020.103843
M3 - Review
C2 - 32768038
SN - 0010-4825
VL - 123
SP - 103843
JO - Computers in Biology and Medicine
JF - Computers in Biology and Medicine
ER -