Clinical application of an EEG-based brain-computer interface:: a case study in a patient with severe motor impairment

被引:207
作者
Neuper, C
Müller, GR
Kübler, A
Birbaumer, N
Pfurtscheller, G
机构
[1] Graz Univ Technol, Inst Biomed Engn, Dept Med Informat, A-8010 Graz, Austria
[2] Graz Univ Technol, Ludwig Boltzmann Inst Med Informat & Neuroinforma, A-8010 Graz, Austria
[3] Univ Tubingen, Inst Med Psychol & Behav Neurobiol, Tubingen, Germany
[4] Univ Trent, Ctr Cognit Neurosci, Trento, Italy
关键词
brain-computer interface; electroencephalogram; biofeedback; event-related desynchronization; sensorimotor cortex; telemonitoring system;
D O I
10.1016/S1388-2457(02)00387-5
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Objective: This case study describes how a completely paralyzed patient, diagnosed with severe cerebral palsy, was trained over a period of several months to use an electroencephalography (EEG)-based brain-computer interface (BCI) for verbal communication. Methods: EEG feedback training was performed in the patient's home (clinic), supervised from a distant laboratory with the help of a 'telemonitoring system'. Online feedback computation was based on single-trial analysis and classification of specific band power features of the spontaneous EEG. Task-related changes in brain oscillations over the course of training steps was investigated by quantifying time-frequency maps of event-related (de-)synchronization (ERD/ERS). Results: The patient learned to 'produce' two distinct EEG patterns, beta band ERD during movement imagery vs. no ERD during relaxing, and to use this for BCI-controlled spelling. Significant learning progress was found as a function of training session, resulting in an average accuracy level of 70% (correct responses) for letter selection. 'Copy spelling' was performed with a rate of approximately one letter per min. Conclusions: The proposed BCI training procedure, based on electroencephalogram (EEG) biofeedback and concomitant adaptation of feature extraction and classification, may improve actual levels of communication ability in locked-in patients. 'Telemonitoring-assisted' BCI training facilitates clinical application in a larger number of patients. (C) 2002 Elsevier Science Ireland Ltd. All rights reserved.
引用
收藏
页码:399 / 409
页数:11
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