Title :
EEG-based BCI system via arithmetic and emotional imagery
Author :
Punsawad, Yunuong ; Uengamphon, Juthamat ; Wongsawat, Y.
Author_Institution :
Dept. of Electr. Eng., Silpakom Univ., Nakhon Pathom, Thailand
Abstract :
Nowadays, the number of severe disabled (a totally dependent or assisted living) is dramatically increased due to the increasing rates of accident and brain disease. Therefore, this paper proposes a novel modality of brain-computer interface (BCI) system as an alternative assistive tool for the severe disabled. The use of EEG based emotional and arithmetic imagery from the pre-frontal area is employed. Linear discriminant analysis (LDA) is used to classify emotional and arithmetic imagery by using spontaneous EEG. The comparison between linear and quadric functions of LDA classifier is proposed. The results of the proposed BCI modality as well as its processing algorithm as LDA with quadric can achieve 86% accuracy function. Hence, this system can be one of the potential assistive tools for the serve disabled in their daily activities.
Keywords :
arithmetic codes; assisted living; biomedical communication; brain-computer interfaces; digital arithmetic; electroencephalography; emotion recognition; handicapped aids; image classification; medical computing; medical image processing; patient monitoring; BCI modality; BCI processing algorithm; EEG based arithmetic imagery; EEG based emotional imagery; EEG-based BCI system; LDA classifier linear functions; LDA classifier quadratic functions; accident rates; alternative assistive tool; arithmetic imagery classification; assisted living; brain disease rates; brain-computer interface modality; emotional imagery classification; linear discriminant analysis; pre-frontal area; severely disabled; spontaneous EEG; totally dependent living; Artificial intelligence; Biomedical imaging; Educational institutions; Switches; Brain Computer Interface BCI; Electroencephalography EEG; Emotional Imagery;
Conference_Titel :
Biomedical Engineering International Conference (BMEiCON), 2014 7th
Conference_Location :
Fukuoka
DOI :
10.1109/BMEiCON.2014.7017434