Wheelchair control by elderly participants in a virtual environment with a brain-computer interface (BCI) and tactile stimulation

被引:51
作者
Herweg, Andreas [1 ]
Gutzeit, Julian [1 ]
Kleih, Sonja [1 ]
Kuebler, Andrea [1 ]
机构
[1] Univ Wurzburg, Inst Psychol, Marcusstr 9-11, D-97070 Wurzburg, Germany
关键词
Tactile; BCI; Wheelchair; Learning; Aging; ITR; AMYOTROPHIC-LATERAL-SCLEROSIS; EVENT-RELATED POTENTIALS; P300; COMMUNICATION; AGE;
D O I
10.1016/j.biopsycho.2016.10.006
中图分类号
B84 [心理学];
学科分类号
04 ; 0402 ;
摘要
Tactile event-related potential (ERP) are rarely used as input signal to control brain-computer-interfaces (BCI) due to their low accuracy and speed (information transfer rate, ITR). Age-related loss of tactile sensibility might further decrease their viability for the target population of BCI. In this study we investigated whether training improves tactile ERP-BCI performance within a virtual wheelchair navigation task. Elderly subjects participated in 5 sessions and tactors were placed at legs, abdomen and back. Mean accuracy and ITR increased from 88.43%/4.5 bits min(-1) in the 1st to 92.56%/4.98 bits min(-1) in the last session. The mean P300 amplitude increased from 5.46 mu V to 9.22 mu V. In an optional task participants achieved an accuracy of 95,56% and a mean ITR of 20,73 bits min(-1) which is the highest ever achieved with tactile stimulation. Our sample of elderly people further contributed to the external validity of our results. (C) 2016 Elsevier B.V. All rights reserved.
引用
收藏
页码:117 / 124
页数:8
相关论文
共 41 条
[1]  
Aloise F., 2007, International Journal of Bioelectromagnetism, V9, P128
[2]   Effects of training and motivation on auditory P300 brain-computer interface performance [J].
Baykara, E. ;
Ruf, C. A. ;
Fioravanti, C. ;
Kaethner, I. ;
Simon, N. ;
Kleih, S. C. ;
Kuebler, A. ;
Halder, S. .
CLINICAL NEUROPHYSIOLOGY, 2016, 127 (01) :379-387
[3]   Age-related loss in attention-based modulation of tactile stimuli at early stages of somatosensory processing [J].
Bolton, David A. E. ;
Staines, W. Richard .
NEUROPSYCHOLOGIA, 2012, 50 (07) :1502-1513
[4]  
Brouwer A-M, 2010, SRX NEUROSCIENCE, V2010, P1, DOI DOI 10.3814/2010/967027
[5]   A tactile P300 brain-computer interface [J].
Brouwer, Anne-Marie ;
van Erp, Jan B. F. .
FRONTIERS IN NEUROSCIENCE, 2010, 4
[6]   BNCI Horizon 2020: towards a roadmap for the BCI community [J].
Brunner, Clemens ;
Birbaumer, Niels ;
Blankertz, Benjamin ;
Guger, Christoph ;
Kuebler, Andrea ;
Mattia, Donatella ;
Millan, Jose del R. ;
Miralles, Felip ;
Nijholt, Anton ;
Opisso, Eloy ;
Ramsey, Nick ;
Salomon, Patric ;
Mueller-Putz, Gernot R. .
BRAIN-COMPUTER INTERFACES, 2015, 2 (01) :1-10
[7]  
Cauna N., 1965, Advances in biology of skin, V6, P63
[8]   A brain-computer interface with vibrotactile biofeedback for haptic information [J].
Chatterjee, Aniruddha ;
Aggarwal, Vikram ;
Ramos, Ander ;
Acharya, Soumyadipta ;
Thakor, Nitish V. .
JOURNAL OF NEUROENGINEERING AND REHABILITATION, 2007, 4 (1)
[9]  
Cincotti Febo, 2007, Comput Intell Neurosci, P48937, DOI 10.1155/2007/48937
[10]   P3a and P3b from typical auditory and visual stimuli [J].
Comerchero, MD ;
Polich, J .
CLINICAL NEUROPHYSIOLOGY, 1999, 110 (01) :24-30