An Evaluation of Training with an Auditory P300 Brain-Computer Interface for the Japanese Hiragana Syllabary

被引:17
作者
Halder, Sebastian [1 ,2 ]
Takano, Kouji [1 ]
Ora, Hiroki [1 ,3 ]
Onishi, Akinari [1 ]
Utsumi, Kota [1 ,4 ]
Kansaku, Kenji [1 ,3 ]
机构
[1] Natl Rehabil Ctr Persons Disabil, Res Inst, Dept Rehabil Brain Funct, Syst Neurosci Sect, Tokorozawa, Saitama, Japan
[2] Univ Wurzburg, Inst Psychol, Dept Psychol 1, Wurzburg, Germany
[3] Univ Electrocommun, Brain Sci Inspired Life Support Res Ctr, Chofu, Tokyo, Japan
[4] Niigata Univ, Brain Res Inst, Dept Neurol, Niigata, Japan
基金
日本学术振兴会;
关键词
assistive technology; electroencephalography; event-related potentials; P300; auditory stimulation; brain-computer interface; gaze independence; AMYOTROPHIC-LATERAL-SCLEROSIS; CLASSIFICATION; TACTILE; DEGENERATION; HEARING; ALS;
D O I
10.3389/fnins.2016.00446
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Gaze-independent brain-computer interfaces (BCIs) are a possible communication channel for persons with paralysis. We investigated if it is possible to use auditory stimuli to create a BCI for the Japanese Hiragana syllabary, which has 46 Hiragana characters. Additionally, we investigated if training has an effect on accuracy despite the high amount of different stimuli involved. Able-bodied participants (N = 6) were asked to select 25 syllables (out of fifty possible choices) using a two step procedure: First the consonant (ten choices) and then the vowel (five choices). This was repeated on 3 separate days. Additionally, a person with spinal cord injury (SCI) participated in the experiment. Four out of six healthy participants reached Hiragana syllable accuracies above 70% and the information transfer rate increased from 1.7 bits/min in the first session to 3.2 bits/min in the third session. The accuracy of the participant with SCI increased from 12% (0.2 bits/min) to 56% (2 bits/min) in session three. Reliable selections from a 10 x 5 matrix using auditory stimuli were possible and performance is increased by training. We were able to show that auditory P300 BCIs can be used for communication with up to fifty symbols. This enables the use of the technology of auditory P300 BCIs with a variety of applications.
引用
收藏
页数:10
相关论文
共 49 条
[31]   Classification of binary intentions for individuals with impaired oculomotor function: 'eyes-closed' SSVEP-based brain-computer interface (BCI) [J].
Lim, Jeong-Hwan ;
Hwang, Han-Jeong ;
Han, Chang-Hee ;
Jung, Ki-Young ;
Im, Chang-Hwan .
JOURNAL OF NEURAL ENGINEERING, 2013, 10 (02)
[32]   A review of classification algorithms for EEG-based brain-computer interfaces [J].
Lotte, F. ;
Congedo, M. ;
Lecuyer, A. ;
Lamarche, F. ;
Arnaldi, B. .
JOURNAL OF NEURAL ENGINEERING, 2007, 4 (02) :R1-R13
[33]   Video game players show higher performance but no difference in speed of attention shifts [J].
Mack, David J. ;
Wiesmann, Helene ;
Ilg, Uwe J. .
ACTA PSYCHOLOGICA, 2016, 169 :11-19
[34]  
Madarame T, 2008, IEEE SYS MAN CYBERN, P2400
[35]   P300-based brain-computer interface (BCI) event-related potentials (ERPs): People with amyotrophic lateral sclerosis (ALS) vs. age-matched controls [J].
McCane, Lynn M. ;
Heckman, Susan M. ;
McFarland, Dennis J. ;
Townsend, George ;
Mak, Joseph N. ;
Sellers, Eric W. ;
Zeitlin, Debra ;
Tenteromano, Laura M. ;
Wolpaw, Jonathan R. ;
Vaughan, Theresa M. .
CLINICAL NEUROPHYSIOLOGY, 2015, 126 (11) :2124-2131
[36]  
MIZUTANI T, 1992, ACTA NEUROPATHOL, V84, P372
[37]   ALS patients with ability to communicate after long-term mechanical ventilation have confined degeneration to the motor neuron system [J].
Mochizuki, Yoko ;
Hayashi, Kentaro ;
Nakayama, Yuki ;
Shimizu, Toshio ;
Kamide, Masayuki ;
Ogino, Mieko ;
Komori, Takashi ;
Hasegawa, Masato ;
Isozaki, Eiji ;
Nakano, Imaharu .
JOURNAL OF THE NEUROLOGICAL SCIENCES, 2016, 363 :245-248
[38]   Transition from the locked in to the completely locked-in state: A physiological analysis [J].
Murguialday, A. Ramos ;
Hill, J. ;
Bensch, M. ;
Martens, S. ;
Halder, S. ;
Nijboer, F. ;
Schoelkopf, B. ;
Birbaumer, N. ;
Gharabaghi, A. .
CLINICAL NEUROPHYSIOLOGY, 2011, 122 (05) :925-933
[39]  
Nagao Masahiro, 2013, Rinsho Shinkeigaku, V53, P1393
[40]   Marked preservation of the visual and olfactory pathways in ALS patients in a totally locked-in state [J].
Oyanagi, Kiyomitsu ;
Mochizuki, Yoko ;
Nakayama, Yuki ;
Hayashi, Kentaro ;
Shimizu, Toshio ;
Nagao, Masahiro ;
Hashimoto, Tomoyo ;
Yamazaki, Mineo ;
Matsubara, Shiro ;
Komori, Takashi .
CLINICAL NEUROPATHOLOGY, 2015, 34 (05) :267-274