Evaluate the Feasibility of Using Frontal SSVEP to Implement an SSVEP-Based BCI in Young, Elderly and ALS Groups

被引:39
作者
Hsu, Hao-Teng [1 ]
Lee, I-Hui [2 ]
Tsai, Han-Ting [2 ,3 ]
Chang, Hsiang-Chih [4 ]
Shyu, Kuo-Kai [1 ]
Hsu, Chuan-Chih [5 ]
Chang, Hsiao-Huang [6 ]
Yeh, Ting-Kuang [7 ]
Chang, Chun-Yen [7 ]
Lee, Po-Lei [1 ]
机构
[1] Natl Cent Univ, Dept Elect Engn, Taoyuan 32001, Taiwan
[2] Natl Yang Ming Univ, Inst Brain Sci, Taipei 112, Taiwan
[3] Taipei Med Univ, Wan Fang Hosp, Dept Phys Med & Rehabil, Taipei 116, Taiwan
[4] Natl Cent Univ, Ctr Dynam Biomarkers & Translat Med, Taoyuan 32001, Taiwan
[5] Taipei Med Univ Hosp, Div Cardiovasc Surg, Taipei 110, Taiwan
[6] Taipei Vet Gen Hosp, Div Cardiovasc Surg, Taipei 112, Taiwan
[7] Natl Taiwan Normal Univ, Sci Educ Ctr, Taipei 106, Taiwan
关键词
Amyotrophic lateral sclerosis (ALS); brain-computer interface (BCI); electroencephalogram (EEG); steady-state visual evoked potential (SSVEP); BRAIN-COMPUTER INTERFACE; VISUAL-EVOKED-POTENTIALS; AMYOTROPHIC-LATERAL-SCLEROSIS; STEADY-STATE; SELECTIVE ATTENTION; FREQUENCY; RESPONSES; CORTEX; FLICKER; HUMANS;
D O I
10.1109/TNSRE.2015.2496184
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
This paper studies the amplitude-frequency characteristic of frontal steady-state visual evoked potential (SSVEP) and its feasibility as a control signal for brain computer interface (BCI). SSVEPs induced by different stimulation frequencies, from 13 similar to 31 Hz in 2 Hz steps, were measured in eight young subjects, eight elders and seven ALS patients. Each subject was requested to participate in a calibration study and an application study. The calibration study was designed to find the amplitude-frequency characteristics of SSVEPs recorded from Oz and Fpz positions, while the application study was designed to test the feasibility of using frontal SSVEP to control a two-command SSVEP-based BCI. The SSVEP amplitude was detected by an epoch-average process which enables artifact-contaminated epochs can be removed. The seven ALS patients were severely impaired, and four patients, who were incapable of completing our BCI task, were excluded from calculation of BCI performance. The averaged accuracies, command transfer intervals and information transfer rates in operating frontal SSVEP-based BCI were 96.1%, 3.43 s/command, and 14.42 bits/min in young subjects; 91.8%, 6.22 s/command, and 6.16 bits/min in elders; 81.2%, 12.14 s/command, and 1.51 bits/min in ALS patients, respectively. The frontal SSVEP could be an alternative choice to design SSVEP-based BCI.
引用
收藏
页码:603 / 615
页数:13
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