Title :
High performance P300 speller for brain-computer interface
Author :
Guan, Cuntai ; Thulasidas, Manoj ; Wu, Jiankang
Author_Institution :
Institute for Infocomm Res., Singapore
Abstract :
P300 speller is a communication tool with which one can input texts or commands to a computer by thought. The amplitude of the P300 evoked potential is inversely proportional to the probability of infrequent or task-related stimulus. In existing P300 spellers, rows and columns of a matrix are intensified successively and randomly, resulting in a stimulus frequency of 1/N (N is the number of rows or columns of the matrix). We propose a new paradigm to display each single character randomly and individually (therefore reducing the stimulus frequency to 1/(N*N)). On-line experiments showed that this new speller significantly improved the performance. Specifically, the new speller can reduce character classification error rate by up to 80% or double the information transfer rate compared to the existing P300 spellers.
Keywords :
bioelectric potentials; electroencephalography; handicapped aids; medical signal processing; signal classification; P300 evoked potential; brain-computer interface; character classification error rate; high performance P300 speller; information transfer rate; Brain computer interfaces; Computer interfaces; Computer peripherals; Displays; Electroencephalography; Error analysis; Frequency; Muscles; Optimization methods; Principal component analysis;
Conference_Titel :
Biomedical Circuits and Systems, 2004 IEEE International Workshop on
Print_ISBN :
0-7803-8665-5
DOI :
10.1109/BIOCAS.2004.1454155