DocumentCode
2777134
Title
Phase Coherent Detection of Steady-State Evoked Potentials: Experimental Results and Application to Brain-Computer Interfaces
Author
Kluge, Tilmann ; Hartmann, Manfred
Author_Institution
Dept. of Neuroinformatics, Austrian Res. Centers, Vienna
fYear
2007
fDate
2-5 May 2007
Firstpage
425
Lastpage
429
Abstract
Steady-state visual evoked potentials (SSVEP) have frequently been used in brain-computer interfaces (BCI). These BCIs commonly use non-coherent estimators for the discrimination of different visual stimuli. Here we present a novel phase coherent detection method for discrimination. This method utilizes information about the stimulus phase which leads to a significant reduction in classification error. In addition, using stimuli with identical reversal rate but different phases allow for a more flexible BCI system design. In this study, EEG-signals from two electrodes were recorded while subjects gazed at one out of two stimuli. These stimuli differed in reversal rate and/or relative phase shift. We compared the results obtained with the conventional non-coherent estimator with our phase coherent estimator in an offline analysis for different stimulus conditions. We found that including phase information into the analysis can reduce error probability by at least a factor of two. In addition we showed that stimuli of identical frequency that differed in phase, only, can reliably be discriminated. Similar low error probabilities as for stimuli that differed in phase and frequency were found
Keywords
biology computing; electrodes; electroencephalography; neurophysiology; visual evoked potentials; EEG signals; brain-computer interfaces; electrodes; noncoherent estimators; phase coherent detection; steady-state visual evoked potentials; Brain computer interfaces; Electrodes; Error analysis; Error probability; Frequency; Information analysis; Phase detection; Phase estimation; Steady-state; System analysis and design;
fLanguage
English
Publisher
ieee
Conference_Titel
Neural Engineering, 2007. CNE '07. 3rd International IEEE/EMBS Conference on
Conference_Location
Kohala Coast, HI
Print_ISBN
1-4244-0792-3
Electronic_ISBN
1-4244-0792-3
Type
conf
DOI
10.1109/CNE.2007.369700
Filename
4227305
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