Nonspecific Visuospatial Imagery as a Novel Mental Task for Online EEG-Based BCI Control.

作者: Filip Stojic , Tom Chau

DOI: 10.1142/S0129065720500264

关键词:

摘要: Brain-computer interfaces (BCIs) can provide a means of communication to individuals with severe motor disorders, such as those presenting locked-in. Many BCI paradigms rely on neural pathways, which are often impaired in these individuals. However, recent findings suggest that visuospatial function may remain intact. This study aimed determine whether imagery, previously unexplored task, could be used signify intent an online electroencephalography (EEG)-based BCI. Eighteen typically developed participants imagined checkerboard arrow stimuli four quadrants the visual field 5-s trials, while signals were collected using 16 dry electrodes over cortex. In blocks, received graded feedback based their performance. An initial pipeline (visuospatial imagery classifier I) attained mean accuracy [Formula: see text]% classifying rest against trials. was further improved restriction alpha band features II), resulting pseudo-online text]%. Accuracies exceeded threshold for practical BCIs 12 participants. supports use real-time, binary EEG-BCI control paradigm.

参考文章(66)
Wen Li, Dong Ming, Rui Xu, Hao Ding, Hongzhi Qi, Baikun Wan, Research on Visual Attention Classification Based on EEG Entropy Parameters Springer, Berlin, Heidelberg. pp. 1553- 1556 ,(2013) , 10.1007/978-3-642-29305-4_408
Pa. Osterrieth, Le test de copie d'une figure complexe Arch Psychol. ,vol. 30, pp. 206- 356 ,(1944)
Sabine Weyand, Kaori Takehara-Nishiuchi, Tom Chau, Exploring methodological frameworks for a mental task-based near-infrared spectroscopy brain-computer interface. Journal of Neuroscience Methods. ,vol. 254, pp. 36- 45 ,(2015) , 10.1016/J.JNEUMETH.2015.07.007
Yufeng Ke, Long Chen, Lan Fu, Yihong Jia, Penghai Li, Xin Zhao, Hongzhi Qi, Peng Zhou, Lixin Zhang, Baikun Wan, Dong Ming, Visual Attention Recognition Based on Nonlinear Dynamical Parameters of EEG Bio-medical Materials and Engineering. ,vol. 24, pp. 349- 355 ,(2014) , 10.3233/BME-130817
Pietro Cipresso, Laura Carelli, Federica Solca, Daniela Meazzi, Paolo Meriggi, Barbara Poletti, Dorothée Lulé, Albert C. Ludolph, Vincenzo Silani, Giuseppe Riva, The use of P300‐based BCIs in amyotrophic lateral sclerosis: from augmentative and alternative communication to cognitive assessment Brain and behavior. ,vol. 2, pp. 479- 498 ,(2012) , 10.1002/BRB3.57
Andrew Myrden, Tom Chau, Effects of user mental state on EEG-BCI performance Frontiers in Human Neuroscience. ,vol. 9, pp. 308- 308 ,(2015) , 10.3389/FNHUM.2015.00308
Patrik Andersson, Nick F Ramsey, Mathijs Raemaekers, Max A Viergever, Josien P W Pluim, Real-time decoding of the direction of covert visuospatial attention. Journal of Neural Engineering. ,vol. 9, pp. 045004- 045004 ,(2012) , 10.1088/1741-2560/9/4/045004
Gregor Thut, Annika Nietzel, Stephan A Brandt, Alvaro Pascual-Leone, α-Band Electroencephalographic Activity over Occipital Cortex Indexes Visuospatial Attention Bias and Predicts Visual Target Detection The Journal of Neuroscience. ,vol. 26, pp. 9494- 9502 ,(2006) , 10.1523/JNEUROSCI.0875-06.2006
H Aurlien, I.O Gjerde, J.H Aarseth, G Eldøen, B Karlsen, H Skeidsvoll, N.E Gilhus, EEG background activity described by a large computerized database. Clinical Neurophysiology. ,vol. 115, pp. 665- 673 ,(2004) , 10.1016/J.CLINPH.2003.10.019