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Classification of human brain EEG signals for orientation detection in visual stimulus

عنوان مقاله: Classification of human brain EEG signals for orientation detection in visual stimulus
شناسه ملی مقاله: WMECH04_099
منتشر شده در کنفرانس دو سالانه بین المللی مکانیک جامدات تجربی در سال 1396
مشخصات نویسندگان مقاله:

Samaneh Badri - M.Sc. Student, Biomechatronics and Cognitive Engineering Research Lab, School of Mechanical Engineering, IranUniversity of Science and Technology, Tehran, Iran
Borhan Beigzadeh - Assistant Professor, Biomechatronics and Cognitive Engineering Research Lab, School of Mechanical Engineering, IranUniversity of Science and Technology, Tehran, Iran

خلاصه مقاله:
Visual information such as orientation, colour, and shape of the objects are analyzed separately in the primary visualcortex of the mammalian brain. The purpose of this project is to classify the signals taken through the EEG by fourdifferent orientation stimuli (horizontal, vertical, and ± 45 degrees). The number of subjects in this experiment was six,which according to the secondary studies on the signals, the data of the four subjects were selected. After the removal ofthe eyelid movement and muscle effects, signals are entered into the feature extraction and classification step. Thecomparison of ERP signals for each subject in each of the four oirentation shows an interesting result. The results ofthese analyzes indicate that, after viewing the images, a stimulation is observed in the signals, which are placed on thefour orientation with a slight difference in the attitude of the signals. These results can be attention effect in the subject.After the appearance of the attention peak, some time intervals can distinguish different orientations from each other.

کلمات کلیدی:
primary visual cortex, orientation coloums, signal processing, classification

صفحه اختصاصی مقاله و دریافت فایل کامل: https://civilica.com/doc/739220/