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dc.contributor.authorValderrama, J
dc.contributor.authorde la Torre, A
dc.contributor.authorVan Dun, Bram
dc.contributor.authorDillon, Harvey
dc.date.accessioned2017-05-03T01:26:23Z
dc.date.available2017-05-03T01:26:23Z
dc.date.issued2017
dc.identifier.citationJournal of Neural Engineeringen_US
dc.identifier.urihttp://dspace.nal.gov.au/xmlui/handle/123456789/664
dc.description.abstractArtifact reduction in electroencephalogram (EEG) signals is usually necessary to carry out data analysis appropriately. Despite the large amount of denoising techniques available with a multichannel setup, there is a lack of e cient algorithms that remove (not only detect) blink-artifacts from a single channel EEG, which is of interest in many clinical and research applications. This paper describes and evaluates the Iterative Template Matching and Suppression (ITMS), a new method proposed for detecting and suppressing the artifact associated with the blink activity from a single channel EEG. The approach of ITMS consists of (a) an iterative process in which blink-events are detected and the blink-artifact waveform of the analyzed subject is estimated, (b) generation of a signal modeling the blink-artifact, and (c) suppression of this signal from the raw EEG. The performance of ITMS is compared with the Multiwindow Summation of Derivatives within a Window (MSDW) technique using both synthesized and real EEG data. Results suggest that ITMS presents an adequate performance in detecting and suppressing blink-artifacts from a single channel EEG. When applied to the analysis of Cortical Auditory Evoked Potentials (CAEPs), ITMS provides a signi cant quality improvement in the resulting responses. The proposed ITMS algorithm is easy to be implemented, as can be observed in the Matlab script provided as supporting material.en_US
dc.language.isoenen_US
dc.subjectartifact removal, single channel EEG, quality enhancement, blinking, braincomputer interface (BCI) gamesen_US
dc.titleAn automatic algorithm for blink-artifact suppression based on iterative template matching: Application to single channel recording of cortical auditory evoked potentialsen_US
dc.typeArticleen_US


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