Wireless Brain-Robot Interface: User Perception and Performance Assessment of Spinal Cord Injury Patients
Patients suffering from life-changing disability due to Spinal Cord Injury (SCI) increasingly benefit from assistive robotics technology. The field of brain-computer interfaces (BCIs) has started to develop mature assistive applications for those patients. Nonetheless, noninvasive BCIs still lack ac...
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Published in | Wireless communications and mobile computing Vol. 2017; no. 2017; pp. 1 - 16 |
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Main Authors | , , , , , , |
Format | Journal Article |
Language | English |
Published |
Cairo, Egypt
Hindawi Publishing Corporation
01.01.2017
Hindawi John Wiley & Sons, Inc |
Subjects | |
Online Access | Get full text |
ISSN | 1530-8669 1530-8677 |
DOI | 10.1155/2017/2986423 |
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Abstract | Patients suffering from life-changing disability due to Spinal Cord Injury (SCI) increasingly benefit from assistive robotics technology. The field of brain-computer interfaces (BCIs) has started to develop mature assistive applications for those patients. Nonetheless, noninvasive BCIs still lack accurate control of external devices along several degrees of freedom (DoFs). Unobtrusiveness, portability, and simplicity should not be sacrificed in favor of complex performance and user acceptance should be a key aim among future technological directions. In our study 10 subjects with SCI (one complete) and 10 healthy controls were recruited. In a single session they operated two anthropomorphic 8-DoF robotic arms via wireless commercial BCI, using kinesthetic motor imagery to perform 32 different upper extremity movements. Training skill and BCI control performance were analyzed with regard to demographics, neurological condition, independence, imagery capacity, psychometric evaluation, and user perception. Healthy controls, SCI subgroup with positive neurological outcome, and SCI subgroup with cervical injuries performed better in BCI control. User perception of the robot did not differ between SCI and healthy groups. SCI subgroup with negative outcome rated Anthropomorphism higher. Multi-DoF robotics control is possible by patients through commercial wireless BCI. Multiple sessions and tailored BCI algorithms are needed to improve performance. |
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AbstractList | Patients suffering from life-changing disability due to Spinal Cord Injury (SCI) increasingly benefit from assistive robotics technology. The field of brain-computer interfaces (BCIs) has started to develop mature assistive applications for those patients. Nonetheless, noninvasive BCIs still lack accurate control of external devices along several degrees of freedom (DoFs). Unobtrusiveness, portability, and simplicity should not be sacrificed in favor of complex performance and user acceptance should be a key aim among future technological directions. In our study 10 subjects with SCI (one complete) and 10 healthy controls were recruited. In a single session they operated two anthropomorphic 8-DoF robotic arms via wireless commercial BCI, using kinesthetic motor imagery to perform 32 different upper extremity movements. Training skill and BCI control performance were analyzed with regard to demographics, neurological condition, independence, imagery capacity, psychometric evaluation, and user perception. Healthy controls, SCI subgroup with positive neurological outcome, and SCI subgroup with cervical injuries performed better in BCI control. User perception of the robot did not differ between SCI and healthy groups. SCI subgroup with negative outcome rated Anthropomorphism higher. Multi-DoF robotics control is possible by patients through commercial wireless BCI. Multiple sessions and tailored BCI algorithms are needed to improve performance. |
Author | Astaras, Alexander Pandria, Niki Bamidis, Panagiotis D. Arfaras, George Athanasiou, Alkinoos Foroglou, Nicolas Xygonakis, Ioannis |
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CitedBy_id | crossref_primary_10_1155_2018_7957408 crossref_primary_10_2196_41152 crossref_primary_10_3389_fnagi_2019_00006 crossref_primary_10_3390_s24165253 crossref_primary_10_1016_j_mechatronics_2023_103065 crossref_primary_10_3390_s21062084 crossref_primary_10_3389_fninf_2019_00047 crossref_primary_10_1007_s11517_025_03340_y crossref_primary_10_1155_2018_9354207 crossref_primary_10_1016_j_robot_2019_02_014 crossref_primary_10_3389_fnhum_2020_613254 |
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Copyright | Copyright © 2017 Alkinoos Athanasiou et al. Copyright © 2017 Alkinoos Athanasiou et al. This work is licensed under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. |
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SubjectTerms | Adaptive technology Algorithms Brain research Degrees of freedom Elbow Electrodes Human-computer interface Imagery Interfaces Nervous system Patients Perception Performance assessment Performance enhancement Power Rehabilitation Robot arms Robotics Robots Software Spinal cord injuries Subgroups |
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Title | Wireless Brain-Robot Interface: User Perception and Performance Assessment of Spinal Cord Injury Patients |
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