A Synchronous Motor Imagery Based Neural Physiological Paradigm for Brain Computer Interface Speller

被引:25
作者
Cao, Lei [1 ,2 ]
Xia, Bin [1 ,2 ]
Maysam, Oladazimi [3 ]
Li, Jie [4 ]
Xie, Hong [1 ]
Birbaumer, Niels [2 ,5 ]
机构
[1] Shanghai Maritime Univ, Coll Informat Engn, Dept Comp Sci, Shanghai, Peoples R China
[2] Univ Tubingen, Inst Med Psychol & Behav Neurobiol, Tubingen, Germany
[3] Univ Tubingen, Werner Reichardt Ctr Integrat Neurosci Syst Neuro, Tubingen, Germany
[4] Tongji Univ, Dept Comp Sci & Technol, Shanghai, Peoples R China
[5] IRCCS Fdn Osped San Camillo, Venice, Italy
来源
FRONTIERS IN HUMAN NEUROSCIENCE | 2017年 / 11卷
关键词
brain computer interface (BCI); motor imagery (MI); Oct-o-spell paradigm; synchronous control; speller; BCI COMPETITION 2003; P300; COMMUNICATION; CLASSIFICATION; PROSTHESIS; POTENTIALS; ERD/ERS; CONTEXT; MODEL;
D O I
10.3389/fnhum.2017.00274
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Brain Computer Interface (BCI) speller is a typical BCI-based application to help paralyzed patients express their thoughts. This paper proposed a novel motor imagery based BCI speller with Oct-o-spell paradigm for word input. Furthermore, an intelligent input method was used for improving the performance of the BCI speller. For the English word spelling experiment, we compared synchronous control with previous asynchronous control under the same experimental condition. There were no significant differences between these two control methods in the classification accuracy, information transmission rate (ITR) or letters per minute (LPM). And the accuracy rates of over 70% validated the feasibility for these two control strategies. It was indicated that MI-based synchronous control protocol was feasible for BCI speller. And the efficiency of the predictive text entry (PTE) mode was superior to that of the Non-PTE mode.
引用
收藏
页数:9
相关论文
共 48 条
[11]  
Conghui Chen, 2013, Neural Information Processing. 20th International Conference, ICONIP 2013. Proceedings: LNCS 8226, P403, DOI 10.1007/978-3-642-42054-2_50
[12]   A Predictive Speller Controlled by a Brain-Computer Interface Based on Motor Imagery [J].
D'Albis, Tiziano ;
Blatt, Rossella ;
Tedesco, Roberto ;
Sbattella, Licia ;
Matteucci, Matteo .
ACM TRANSACTIONS ON COMPUTER-HUMAN INTERACTION, 2012, 19 (03)
[13]   TALKING OFF THE TOP OF YOUR HEAD - TOWARD A MENTAL PROSTHESIS UTILIZING EVENT-RELATED BRAIN POTENTIALS [J].
FARWELL, LA ;
DONCHIN, E .
ELECTROENCEPHALOGRAPHY AND CLINICAL NEUROPHYSIOLOGY, 1988, 70 (06) :510-523
[14]   How many people are able to operate an EEG-based brain-computer interface (BCI)? [J].
Guger, C ;
Edlinger, G ;
Harkam, W ;
Niedermayer, I ;
Pfurtscheller, G .
IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING, 2003, 11 (02) :145-147
[15]   Development of an SSVEP-based BCI spelling system adopting a QWERTY-style LED keyboard [J].
Hwang, Han-Jeong ;
Lim, Jeong-Hwan ;
Jung, Young-Jin ;
Choi, Han ;
Lee, Sang Woo ;
Im, Chang-Hwan .
JOURNAL OF NEUROSCIENCE METHODS, 2012, 208 (01) :59-65
[16]   AN ERP-BASED BCI USING AN ODDBALL PARADIGM WITH DIFFERENT FACES AND REDUCED ERRORS IN CRITICAL FUNCTIONS [J].
Jin, Jing ;
Allison, Brendan Z. ;
Zhang, Yu ;
Wang, Xingyu ;
Cichocki, Andrzej .
INTERNATIONAL JOURNAL OF NEURAL SYSTEMS, 2014, 24 (08)
[17]   Targeting an efficient target-to-target interval for P300 speller brain-computer interfaces [J].
Jin, Jing ;
Sellers, Eric W. ;
Wang, Xingyu .
MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 2012, 50 (03) :289-296
[18]   An adaptive P300-based control system [J].
Jin, Jing ;
Allison, Brendan Z. ;
Sellers, Eric W. ;
Brunner, Clemens ;
Horki, Petar ;
Wang, Xingyu ;
Neuper, Christa .
JOURNAL OF NEURAL ENGINEERING, 2011, 8 (03)
[19]   Optimized stimulus presentation patterns for an event-related potential EEG-based brain-computer interface [J].
Jin, Jing ;
Allison, Brendan Z. ;
Sellers, Eric W. ;
Brunner, Clemens ;
Horki, Petar ;
Wang, Xingyu ;
Neuper, Christa .
MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 2011, 49 (02) :181-191
[20]   A Bayesian Model for Exploiting Application Constraints to Enable Unsupervised Training of a P300-based BCI [J].
Kindermans, Pieter-Jan ;
Verstraeten, David ;
Schrauwen, Benjamin .
PLOS ONE, 2012, 7 (04)