Title
A new spatiotemporal filtering method for single-trial ERP subcomponent estimation
Abstract
A new spatiotemporal filtering method for single trial estimation of event related potential (ERP) subcomponents is presented here. The method is an extension of the recent method for estimation of ERP components developed by Li et al. [1]. This method can be used for estimation of ERP subcomponents when they have temporal overlap and are often viewed as one component. Using the scalp projection of the subcomponents, a new constraint is added to the cost function which can deflate the other subcomponents. Therefore, the proposed method is capable of estimating the ERP subcomponents effectively. The method is applied to both simulated and real data and has been shown to perform very well even in low signal to noise ratios. The approach can be especially useful in mental fatigue analysis where the relative variability of the P300 subcomponents are the key factors in order to detect the level of fatigue.
Year
Venue
Keywords
2010
Aalborg
electroencephalography,medical signal processing,event related potential subcomponents,mental fatigue analysis,single trial estimation,single-trial erp subcomponent estimation,spatiotemporal filtering method,event related potential (erp),constraint,spatiotemporal filtering,subcomponent,mathematical model,signal to noise ratio,cost function,estimation
Field
DocType
ISSN
Mental fatigue,Computer science,Event-related potential,Signal-to-noise ratio,Filter (signal processing),Speech recognition,DEFLATE,Electroencephalography
Conference
2219-5491
Citations 
PageRank 
References 
0
0.34
5
Authors
3
Name
Order
Citations
PageRank
Delaram Jarchi16610.96
Bahador Makkiabadi2538.92
Saeid Sanei353072.63